Get and Manipulate the data to retreive mean Z score:
# Get the indicies of multiple deprivation at LSOA level.
imd_df <- read_csv('https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/467774/File_7_ID_2015_All_ranks__deciles_and_scores_for_the_Indices_of_Deprivation__and_population_denominators.csv')
## Parsed with column specification:
## cols(
## .default = col_double(),
## `LSOA code (2011)` = col_character(),
## `LSOA name (2011)` = col_character(),
## `Local Authority District code (2013)` = col_character(),
## `Local Authority District name (2013)` = col_character()
## )
## See spec(...) for full column specifications.
# Add UTLA mapping
lsoa_utla_lookup <- read_csv('https://opendata.arcgis.com/datasets/95ecb220a30e41d5ae759cd1c9aa929f_0.csv')
## Parsed with column specification:
## cols(
## LSOA11CD = col_character(),
## LSOA11NM = col_character(),
## UTLA18CD = col_character(),
## UTLA18NM = col_character(),
## FID = col_double()
## )
lsoa_utla_lookup <- lsoa_utla_lookup %>%
select(LSOA11CD, UTLA18CD)
imd_df <- merge(x = imd_df, y = lsoa_utla_lookup, by.x = 'LSOA code (2011)', by.y = 'LSOA11CD')
# Select only the subdomain totals
pop_weighted_ave_domains <- imd_df %>%
select("Income Score (rate)", "Employment Score (rate)", "Education, Skills and Training Score", "Health Deprivation and Disability Score",
"Crime Score", "Barriers to Housing and Services Score", "Living Environment Score",
"Income Deprivation Affecting Children Index (IDACI) Score (rate)",
"Income Deprivation Affecting Older People (IDAOPI) Score (rate)", "Children and Young People Sub-domain Score",
"Adult Skills Sub-domain Score", "Geographical Barriers Sub-domain Score", "Wider Barriers Sub-domain Score",
"Indoors Sub-domain Score", "Outdoors Sub-domain Score", "Total population: mid 2012 (excluding prisoners)")
# Create population weighted averages for each UTLA
pop_weighted_ave_domains <- pop_weighted_ave_domains[, 1:15] / pop_weighted_ave_domains[,16]
pop_weighted_ave_domains$UTLA18CD <- imd_df$UTLA18CD
pop_weighted_ave_domains <- pop_weighted_ave_domains %>%
group_by(UTLA18CD) %>%
summarise_each(funs(mean))
## Warning: funs() is soft deprecated as of dplyr 0.8.0
## please use list() instead
##
## # Before:
## funs(name = f(.)
##
## # After:
## list(name = ~f(.))
## This warning is displayed once per session.
# Create z scores of deprivation matrix and reverse polarity as low is good on the deprivation scores
z_data_imd <- pop_weighted_ave_domains %>%
standardize() %>%
mutate_each(funs(-.), -one_of("UTLA18CD"))
# Get data
# Seleceted indicators from a variety of fingertips profiles selected to fulfill the Marmot definitions of Social Determinants, Health Outcomes, and Risk Factors
early_years_indicators <- indicators(DomainID = 1938133223)
social_determinants_df <- fingertips_data(IndicatorID = c(as.vector(early_years_indicators$IndicatorID), 93376, 22304, 10501, 90282, 91126, 91133, 92899, 90638, 93103, 93131, 93175, 91463, 90244, 90245, 92447, 91116, 92785, 91524, 91307), rank = T)
prevalance_estimates = indicators(ProfileID = 37)
mortality_indicators = indicators(DomainID=c(1000044, 1000049))
extra_indicators = as.vector(rbind(as.vector(prevalance_estimates$IndicatorID), as.vector(mortality_indicators$IndicatorID)))
## Warning in rbind(as.vector(prevalance_estimates$IndicatorID),
## as.vector(mortality_indicators$IndicatorID)): number of columns of result
## is not a multiple of vector length (arg 1)
health_outcomes_df = fingertips_data(IndicatorID = c(extra_indicators, 20101, 92718, 92724, 92725, 90287, 90641), rank = T)
behav_risk_factors = indicators(DomainID=c(1938132694, 1938133001))
inds <- c(as.vector(behav_risk_factors$IndicatorID), 30101, 113, 1203, 93085, 90323, 93077, 92527, 92937, 92588, 92443)
risk_factors_df = fingertips_data(IndicatorID = inds, rank = T)
analyze_df <- function(df, dataset){
# Create a data frame of indicator polarities
polarities <- df %>%
select(IndicatorID, Polarity) %>%
distinct() %>%
spread(key = IndicatorID, value = Polarity)
# Select as most recent for each indicator
most_recent_data <- df %>%
group_by(IndicatorID) %>%
filter(TimeperiodSortable == max(TimeperiodSortable)) %>%
ungroup()
# Select County & UA
most_recent_data <- most_recent_data[grep('County', most_recent_data$AreaType), ]
# Transpose to wide data
wide_df <- most_recent_data %>%
select(AreaCode, IndicatorID, Value) %>%
tibble::rowid_to_column() %>%
group_by(IndicatorID, AreaCode) %>%
spread(key = IndicatorID, value = Value) %>%
summarise_all(funs(na.omit(.)[1]))
rownames(wide_df) <- wide_df$AreaCode
wide_df <- wide_df %>%
select(-rowid) # Remove row id column
# Remove areas with over 50% missing data - areas with this are unlikely to add any information as their values are more imputed than not
wide_df$proportna <- apply(wide_df, 1, function(x) sum(is.na(x)) / dim(wide_df)[2])
wide_df <- wide_df[wide_df$proportna < 0.5,]
wide_df <- wide_df %>% select(-proportna)
# Remove indicators with over 80% missing data - rather arbatrary number at the moment
wide_df <- wide_df[colSums(is.na(wide_df)) / dim(wide_df)[1] < 0.2]
# impute missing data - using a Bayesian framework, with 30 inerations and 4 chains. A random seed was chosen to ensure reproducability. The bootstrap was envoked as a method of selecting random imputations.
# http://www.stat.columbia.edu/~gelman/research/published/mipaper.pdf
to_impute <- wide_df
rownames(to_impute) <- to_impute$AreaCode
to_impute <- to_impute %>% select(-AreaCode)
imputed <- mi(as.data.frame(to_impute), seed = 225)
summary(imputed)
image(imputed) # Show heatmap of imputed values in heatmap
imputed_df <- mi::complete(imputed, m = 1) # Retrieve the dataframe
imputed_df <- select(imputed_df, -contains("missing")) # Remove the boolean 'missing' columns.
# Test normality - using shapiro-wilks with an alpha of 0.001. Alpha chosen as Central Limit Theorum would suggest that with n=150, data should tend towards being normally distributed.
# These tests are to catch extremes where normality is violated and to transform them to normalise using square root, log, and box-cox transformations in turn. The box-cox transformation
# used was the Yeo-Johnson variation (yjPower()) as some of the data contains 0 values.
# Yeo, In-Kwon and Johnson, Richard (2000) A new family of power transformations to improve normality or symmetry. Biometrika, 87, 954-959.
# test_normaility_and_transform <- function(column_data){
#
# norm_test <- shapiro.test(column_data)
# print(norm_test)
# if (norm_test$p.value < 0.001) {
# norm_test_sr <- shapiro.test(sqrt(column_data))
# if (norm_test_sr$p.value < 0.001) {
# column_data[column_data == 0] <- 0.00001
# if (is.numeric(column_data == FALSE)){
# print(column_data)
# }
# norm_test_lg <- shapiro.test(log(column_data))
# if (norm_test_lg$p.value < 0.001) {
#
# norm_test_bc <- shapiro.test(yjPower(column_data, lambda = 1))
#
# print(norm_test_bc)
# if (norm_test_bc$p.value < 0.001) {
# return(NA)
# }
# else { return(yjPower(column_data, lambda = 1))} }
# else {
# return(log(column_data))
# }
# }
# else {
# return(sqrt(column_data))
# }
# }
# else {
# return(column_data)
# }
# }
#
#
# # normality <- imputed_df %>% summarise_all(.funs = funs(statistic = shapiro.test(.)$statistic, p.value = shapiro.test(.)$p.value))
# # Normalise data.
# normalised <- data.frame(imputed_df, lapply(imputed_df, test_normaility_and_transform))
# print('normalised finished')
#
# #Some transformed data contains NA values, and therefore these values were imputed using the same method as above.
#
# norm_reduced <- select(normalised, contains(".1"))
# norm_reduced <- norm_reduced[!sapply(norm_reduced, function(x) all(is.na(x)))]
# norm_reduced <- mi(norm_reduced, seed = 225)
# print('is this here?')
# norm_reduced <- mi::complete(norm_reduced, m = 1)
# norm_reduced <- select(norm_reduced, -contains("missing"))
# print('norm reducued here')
#
#
# print(norm_reduced)
norm_reduced <- imputed_df
print(norm_reduced)
# Test colinearity - needs a lot of work!
corr <- cor(norm_reduced)
ggcorrplot(corr, hc.order = TRUE, type = "lower",
outline.col = "white",
ggtheme = ggplot2::theme_gray,
colors = c("#6D9EC1", "white", "#E46726"),
insig = "blank")
hc <- findCorrelation(corr)
hc <- sort(hc)
if (length(hc) == 0){
reduced_data <- norm_reduced
} else {
reduced_data <- norm_reduced[, -c(hc)]
corr_reduced <- cor(reduced_data)
ggcorrplot(corr_reduced, hc.order = TRUE, type = "lower",
outline.col = "white",
ggtheme = ggplot2::theme_gray,
colors = c("#6D9EC1", "white", "#E46726"),
insig = "blank")
}
# Polarity check and inversion. If 'Low is good', then the scores are inverted to ensure the same direction of performance in the data.
polarity_check <- function(col_name){
if (grepl(polarities[[col_name]], "RAG - Low is good")) {
z_data[[col_name]] <- -z_data[[col_name]]
} else {
z_data[[col_name]] <- z_data[[col_name]]
}
}
# Create Z scores using psycho package's standardize() function.
# Makowski, (2018). The psycho Package: an Efficient and Publishing-Oriented Workflow for Psychological Science. Journal of Open Source Software, 3(22), 470. https://doi.org/10.21105/joss.00470
z_data <- reduced_data %>% standardize()
names(z_data) <- substring(names(z_data), 2)
z_data <- z_data %>%
rename_at(.vars = vars(ends_with(".1")),
.funs = funs(sub("[.]1$", "", .)))
polarities <- polarities[, colnames(z_data)]
# Create a dataframe of z-scores, create mean score & add area codes on.
z_data <- data.frame(z_data, lapply(colnames(z_data), polarity_check))
z_data <- z_data[, -c(1:ncol(polarities))]
colnames(z_data) <- colnames(polarities)
# Get metadata for indicators and set them to global variables to use outside the function
if (dataset == 'r'){
risk_factors_metadata <<- indicator_metadata(IndicatorID = colnames(z_data))
} else if (dataset == 's') {
soc_det_metadata <<- indicator_metadata(IndicatorID = colnames(z_data))
} else if (dataset == 'h') {
health_outcomes_metadata <<- indicator_metadata(IndicatorID = colnames(z_data))
}
z_data$mean <- apply(z_data, 1, mean)
z_data$AreaCode <- wide_df$AreaCode
# z_mean <- z_data %>% select(mean, AreaCode)
return(z_data)
}
health_outcomes_processed <- analyze_df(health_outcomes_df, 'h')
## Warning: Setting row names on a tibble is deprecated.
## Warning: Setting row names on a tibble is deprecated.
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## NOTE: The following pairs of variables appear to have the same missingness pattern.
## Please verify whether they are in fact logically distinct variables.
## [,1] [,2]
## [1,] "41001" "92031"
## [2,] "41001" "92901"
## [3,] "41001" "93190"
## [4,] "92031" "92901"
## [5,] "92031" "93190"
## [6,] "92901" "93190"
## Warning in .local(.Object, ...): 90365 and 90366 have the same rank ordering.
## Please verify whether they are in fact distinct variables.
## X720 X721 X722 X723 X724 X20101 X40401
## 1 5.119409 9.696750 2.754321 25.61024 2.165294 3.063457 139.84455
## 2 6.333808 10.528114 4.179359 25.11032 2.720376 2.884615 160.80124
## 3 5.837728 10.668073 3.097065 27.67647 2.461462 2.779923 126.03414
## 4 4.953128 9.413193 3.763393 25.00432 2.067686 3.907455 108.35169
## 5 5.382800 10.107437 2.830799 26.56351 2.276807 2.034884 106.28224
## 6 4.792472 9.123304 2.701610 24.58743 1.991397 3.235294 116.22447
## 7 4.294534 9.070959 2.346243 24.98192 1.875267 1.569620 108.20371
## 8 5.789135 9.512509 2.766976 23.28592 2.436360 4.717499 159.48551
## 9 7.903684 12.458749 5.372934 29.08613 3.437781 5.299861 164.61869
## 10 6.057442 10.232794 4.322444 24.21796 2.632915 2.752000 147.99946
## 11 5.489178 10.889050 2.702903 28.95785 2.377100 2.070004 95.81325
## 12 5.388155 10.105574 2.994126 26.33049 2.293502 1.938712 133.65334
## 13 5.726883 10.493076 2.934236 27.52468 2.400446 2.760524 99.96179
## 14 3.993682 9.485937 2.026269 22.64461 1.906178 2.417962 94.74120
## 15 4.732334 9.172610 2.551930 24.04999 1.999959 3.279833 118.60695
## 16 3.845472 7.555411 2.978781 20.84654 1.559529 4.789878 152.88445
## 17 4.687785 10.538391 2.135315 25.52992 2.238129 2.302632 69.55773
## 18 4.841241 8.896167 3.661602 21.23483 2.153265 3.019868 144.19348
## 19 5.673787 11.220286 2.802559 29.58542 2.490839 1.796778 87.96091
## 20 4.837596 9.142065 2.722958 24.49800 2.017674 3.100775 112.01509
## 21 6.754262 11.060649 4.596883 26.46494 2.919957 3.646185 130.62752
## 22 4.124610 9.751995 2.035580 23.51439 1.977140 2.751120 84.00565
## 23 4.001736 8.288173 3.371147 21.58573 1.706154 2.779343 110.40121
## 24 5.289563 10.663778 2.519477 28.15616 2.304495 2.892341 91.20797
## 25 3.994112 9.379338 2.953447 22.99951 1.902004 2.306080 83.95282
## 26 4.845458 9.439255 2.722697 24.34377 2.059835 3.149905 107.90646
## 27 6.850297 12.305453 3.477028 30.85433 2.914255 2.435065 110.06696
## 28 5.691091 10.759540 4.140850 26.60147 2.410807 3.277836 96.65821
## 29 5.334570 10.841223 3.801404 28.21310 2.358321 3.264727 74.30898
## 30 3.868365 8.439474 2.211860 23.31231 1.706013 2.991623 97.24669
## 31 4.412495 8.650313 2.526099 23.22504 1.859038 2.812838 125.40059
## 32 3.882291 7.713127 2.180669 21.39865 1.601493 3.959089 127.57437
## 33 5.526702 10.374515 4.047760 26.62279 2.348301 2.425743 106.02882
## 34 3.651748 8.019849 2.182142 22.46143 1.612822 2.119205 114.63189
## 35 3.799252 8.261411 2.216361 23.32066 1.668102 2.719362 96.96925
## 36 3.255099 8.036079 2.559067 20.38130 1.552283 2.457757 75.41446
## 37 3.841025 9.001177 1.942738 22.50163 1.811333 1.895425 71.89288
## 38 3.163886 7.410725 2.810147 20.30605 1.430294 3.054511 107.44206
## 39 3.678721 7.387041 1.990856 20.75522 1.490647 3.451367 146.62077
## 40 3.915160 9.174548 1.985396 22.66342 1.852916 2.295746 78.28779
## 41 3.118612 8.113332 2.392377 21.89575 1.434856 2.171137 63.48078
## 42 3.386615 7.507173 2.100842 21.71490 1.479936 3.144458 103.95530
## 43 4.472523 8.993029 3.748883 23.05544 1.926867 2.400960 101.65374
## 44 4.206818 8.560562 3.638767 22.14857 1.808605 2.968961 118.38827
## 45 4.082357 8.377240 3.324362 21.59652 1.741528 2.822169 120.91333
## 46 5.863267 11.698008 2.804698 30.69479 2.593049 1.895307 113.28255
## 47 5.505643 10.261944 2.849476 26.89379 2.306364 3.114790 103.88076
## 48 4.579509 10.408676 2.121001 25.47793 2.180199 2.362653 89.94680
## 49 4.798273 9.889911 2.554853 26.63717 2.110907 2.412951 97.22432
## 50 5.475429 10.887123 2.731375 28.83690 2.384978 2.374465 86.66014
## 51 6.494712 11.659000 3.161310 29.81874 2.703546 2.958950 94.76148
## 52 4.440591 10.132352 2.092153 24.62922 2.109670 2.101220 78.46781
## 53 4.150058 8.808195 2.252509 24.48528 1.810357 2.811245 102.38426
## 54 3.917536 9.116004 1.921198 22.81235 1.838813 2.688728 80.95861
## 55 5.334388 10.650773 2.696447 28.66020 2.325708 2.846832 97.74553
## 56 4.950719 9.320177 3.824407 24.81131 2.058223 3.711527 129.49111
## 57 5.047180 9.519324 3.958444 25.28957 2.109353 2.921914 120.12599
## 58 4.472223 8.402314 3.557441 20.17419 1.978231 3.430480 176.70534
## 59 4.715998 8.954774 3.841548 24.07093 1.973418 3.859527 152.43957
## 60 4.852695 9.123594 3.804876 24.33284 2.010332 4.378148 150.65737
## 61 6.143539 10.433975 4.377960 24.88693 2.667779 3.089533 145.18346
## 62 4.702913 9.739683 3.685829 26.22597 2.080135 2.282794 88.56929
## 63 5.057831 9.502296 4.015898 25.07185 2.104831 3.293651 139.64140
## 64 4.390985 9.202813 3.466151 24.89897 1.934590 2.533223 94.37479
## 65 5.106119 9.659211 4.113933 25.75866 2.137676 2.305564 125.94320
## 66 6.509731 10.818755 4.687301 25.76576 2.887014 2.557127 137.88732
## 67 6.045513 10.338575 4.238800 24.55330 2.642910 2.909362 146.75694
## 68 5.369715 10.030882 4.051422 26.32577 2.241730 2.356722 127.83355
## 69 6.057014 11.167825 4.337311 28.63013 2.580659 2.885772 105.56320
## 70 5.770272 10.677645 4.336861 27.53691 2.453722 2.479073 105.75777
## 71 5.264135 9.898694 2.934484 26.15058 2.209481 3.013481 117.04998
## 72 5.334289 10.012650 2.962192 26.35296 2.261582 3.061224 115.79849
## 73 5.247795 9.843653 4.060128 26.02153 2.198700 2.357985 110.77978
## 74 4.644726 9.159649 3.603566 24.01012 1.962892 3.113035 111.13503
## 75 4.461807 8.875771 3.650570 22.90146 1.890280 4.200820 124.35072
## 76 5.481391 10.279573 4.250905 26.81656 2.321164 2.022694 117.52064
## 77 5.463502 10.301873 4.267685 26.79274 2.321859 2.354571 106.45066
## 78 5.177984 9.825886 4.139831 25.80010 2.187938 3.234201 117.46263
## 79 5.443148 9.326430 3.559392 22.90397 2.356111 3.799240 133.82291
## 80 4.502526 8.771021 3.270030 23.12136 1.874333 2.900378 128.40266
## 81 5.621096 10.375903 4.124333 27.04382 2.346094 3.701528 94.73246
## 82 6.447744 10.590685 4.019230 25.73840 2.756840 3.744799 144.51415
## 83 4.765734 9.840963 3.502898 26.69065 2.101499 2.615311 83.65751
## 84 5.309683 9.822932 3.962625 25.67460 2.213719 4.188635 134.59663
## 85 6.911836 11.131146 4.221826 26.67533 2.957962 3.235747 150.10551
## 86 4.363002 8.397082 3.313885 22.42925 1.799000 4.006318 138.00390
## 87 5.060603 9.543206 2.782339 25.47716 2.111068 2.813067 133.63324
## 88 4.814751 9.092563 3.728334 24.28691 1.991011 3.278342 110.36835
## 89 4.452070 8.810577 3.618251 22.81119 1.889282 3.498638 124.02271
## 90 5.163987 9.784901 2.871901 26.04871 2.173399 3.204420 123.87138
## 91 5.486610 10.277763 4.241392 26.59347 2.316240 2.992126 125.63617
## 92 4.910508 8.735614 3.462355 21.69724 2.144753 3.774128 143.04950
## 93 3.690890 8.095591 2.939479 22.86177 1.646764 2.634308 85.51466
## 94 4.214385 8.984785 3.253753 24.70373 1.867019 2.412203 91.33243
## 95 3.904268 7.785833 3.169918 22.80517 1.674488 3.070175 126.37914
## 96 4.458960 9.363172 3.378557 25.28743 1.974198 2.664298 79.61445
## 97 3.091754 7.015586 2.776480 19.14171 1.343038 3.127606 87.57725
## 98 4.171334 8.271493 3.372363 23.50795 1.784050 3.314286 97.03372
## 99 3.740328 7.599722 2.965922 21.52007 1.560047 3.068280 109.14554
## 100 4.045943 8.184940 3.301514 23.13361 1.744839 3.402299 103.79131
## 101 3.599098 7.599275 3.196692 21.17184 1.571054 3.189122 120.07744
## 102 3.784950 7.524527 3.410853 19.94889 1.781251 2.446782 156.93816
## 103 3.360651 7.436561 3.203931 20.21752 1.512036 2.683943 98.54274
## 104 4.243357 8.151502 3.435035 21.49524 1.966702 2.749719 124.14684
## 105 3.722488 7.976697 2.776962 23.39881 1.602212 3.107260 79.36875
## 106 4.499733 9.517565 3.449439 25.96690 2.010274 2.697433 102.65412
## 107 3.489152 7.761839 2.782941 22.02470 1.533553 2.874903 101.59586
## 108 3.633360 7.389667 2.826516 20.74699 1.475756 3.546480 118.87597
## 109 4.056907 8.075237 3.250947 20.07392 1.835326 3.009174 119.12816
## 110 4.438375 8.932082 3.560707 23.92837 1.946972 2.889035 66.86969
## 111 3.114392 7.860047 2.437898 19.70709 1.499216 2.100000 86.37272
## 112 2.725505 6.541423 2.875176 19.00370 1.261231 2.481641 137.11661
## 113 3.085386 6.955256 3.057787 20.58713 1.397103 3.032391 111.00188
## 114 3.157670 7.392282 2.629616 21.31549 1.428202 2.885606 96.41226
## 115 3.844336 7.153873 2.852677 19.56619 1.676634 3.563348 127.67954
## 116 3.385475 7.445879 2.564878 21.86702 1.465799 3.880527 110.74644
## 117 3.507584 8.452493 2.695251 20.99205 1.661429 1.771117 72.47962
## 118 2.887992 6.757670 2.915650 19.61307 1.330124 3.094584 110.23050
## 119 3.805575 8.337929 2.987233 23.16536 1.684904 2.231405 83.15395
## 120 3.373160 6.919260 2.730816 17.28324 1.482581 4.299784 118.00450
## 121 4.717347 8.515921 3.450413 22.07818 2.072245 3.410962 120.00863
## 122 3.002920 6.994603 2.677752 18.93476 1.338518 2.055594 107.36390
## 123 3.494824 7.710102 3.000088 20.84787 1.532918 2.705100 84.57148
## 124 3.900774 9.238464 1.880846 23.40626 1.841501 2.557498 75.41544
## 125 4.069435 9.179210 2.094848 23.60625 1.851425 2.491721 84.45891
## 126 5.797880 11.122266 2.883184 28.53651 2.503287 2.670195 99.35141
## 127 5.000526 10.174419 2.777939 26.77220 2.196998 2.407325 92.14305
## 128 5.630852 11.254211 2.714545 29.47935 2.468451 2.568893 87.84386
## 129 6.172519 12.595502 2.923408 30.51363 2.824682 2.591656 81.62079
## 130 6.353010 12.164706 3.011201 29.99934 2.848763 2.699055 84.90970
## 131 4.652057 9.819500 2.504234 25.70226 2.078944 2.227054 89.41737
## 132 4.633936 10.097398 2.257559 25.90744 2.115321 2.358648 87.96434
## 133 4.402706 9.976919 2.436081 25.01206 2.050872 2.127159 76.04291
## 134 3.751175 8.863045 2.191206 22.89693 1.753556 2.500198 84.63602
## 135 4.856251 9.946934 2.710358 25.90761 2.143030 2.488075 87.39186
## 136 5.150270 10.066795 2.881104 26.23754 2.231307 3.069076 110.59529
## 137 4.220832 9.660047 2.322916 24.56123 1.965016 2.622019 84.81775
## 138 5.614214 11.048608 2.739836 27.93753 2.451750 2.411765 110.38698
## 139 5.509932 11.112205 2.778989 28.12737 2.446234 2.451352 88.75921
## 140 4.201869 8.976866 2.345015 24.00251 1.867546 2.449586 103.97890
## 141 5.108547 10.828641 2.485339 26.89751 2.344641 2.035975 86.79030
## 142 4.919128 9.935475 2.951451 26.49881 2.128377 2.414381 96.00222
## 143 3.649514 8.829616 1.921668 22.71392 1.704274 1.948535 71.92193
## 144 5.479387 10.913116 2.718393 28.80160 2.405814 2.196461 84.48637
## 145 4.606756 9.931869 2.563546 26.12466 2.089884 2.170522 93.82516
## 146 5.099352 10.685558 2.493932 26.37915 2.328804 2.415666 86.34668
## 147 3.793343 9.286071 2.171128 23.67102 1.786091 1.975309 73.66139
## 148 4.593392 9.928926 2.301555 25.31169 2.101377 2.380516 91.31356
## 149 4.977880 10.712935 2.941681 27.18047 2.275976 2.119827 86.82344
## 150 4.876129 10.333520 2.452978 26.43060 2.212312 2.341832 90.71290
## X40402 X40501 X40502 X40601 X40602 X40701 X40702
## 1 85.42975 200.9773 119.85130 40.534887 36.564948 58.61882 31.807487
## 2 112.74494 210.8518 125.12285 34.294571 30.708858 72.16050 41.313147
## 3 91.34558 161.9835 93.71066 30.545088 28.541650 52.48373 26.783733
## 4 71.17888 174.0065 97.50092 31.497036 27.530998 42.97608 19.432670
## 5 72.52455 165.1767 99.13383 33.631582 29.461710 46.29991 26.209658
## 6 73.60692 192.5303 103.29091 43.112145 40.024693 56.34406 35.884922
## 7 77.09057 150.6096 79.15935 27.961358 23.208336 44.04911 19.601897
## 8 119.23814 175.1651 109.14875 46.544921 37.295213 62.47524 38.086982
## 9 119.06975 212.3578 134.44257 58.152015 56.658821 81.97337 48.518360
## 10 102.92162 205.9257 126.67862 28.161604 25.727263 70.47603 40.235729
## 11 64.58760 136.6993 75.07384 19.909310 18.073552 33.70717 15.723115
## 12 93.96933 197.7999 110.49720 38.324557 35.963559 46.16947 27.223311
## 13 69.99046 169.4164 87.91651 19.747317 16.140416 46.02692 29.749997
## 14 62.49251 148.2839 80.91599 23.293333 22.053841 32.03288 14.276473
## 15 75.18975 163.6382 92.00846 26.008051 23.539700 51.41748 29.655319
## 16 106.20789 163.6508 97.50791 32.577486 30.654506 54.53251 26.138065
## 17 58.42423 101.5269 60.06026 16.022102 16.022102 31.24638 10.579771
## 18 106.25769 197.6289 118.64956 43.054230 40.820785 67.72157 36.777729
## 19 61.56857 141.4216 72.69236 18.812499 18.107552 39.14417 22.666025
## 20 73.48954 171.5516 92.33831 28.137810 25.944420 48.97126 28.511542
## 21 92.42163 184.6997 110.85969 35.838932 33.703629 57.85249 31.525442
## 22 58.27685 141.3710 72.27945 21.148375 19.855578 27.55884 14.619334
## 23 71.69890 169.8026 96.57250 27.943519 25.886647 48.51496 26.853969
## 24 60.96158 142.3058 71.61041 24.640557 23.008644 30.39304 14.360548
## 25 58.09784 144.4052 78.81395 18.791425 16.941550 28.45506 13.027958
## 26 76.96964 171.5942 96.46656 22.782150 20.564914 41.20559 22.616177
## 27 78.38234 149.2276 86.70390 30.718215 27.914496 52.08184 22.563471
## 28 66.54044 152.1365 86.93988 30.680482 28.702742 41.47868 24.347415
## 29 50.37013 150.9985 80.89989 22.284000 20.769764 25.63546 12.762059
## 30 66.70295 161.9202 91.97305 18.114388 17.333469 40.29446 21.380933
## 31 83.29825 159.7353 94.18993 29.140814 26.234561 51.56697 31.147917
## 32 80.89263 181.3353 98.95084 19.892194 15.019772 54.30494 23.970104
## 33 63.35773 151.6182 77.60517 33.247682 31.229750 53.21321 26.887616
## 34 76.16610 169.7138 94.67968 18.927412 16.225948 40.39611 20.245265
## 35 67.65462 161.4279 96.13531 28.353528 21.882754 50.62887 29.256813
## 36 51.27701 140.2773 68.41039 9.816327 9.261567 32.84616 18.316397
## 37 57.42817 131.3022 75.76599 17.594696 16.724239 29.47867 14.383951
## 38 71.69738 171.6559 90.30076 28.249465 25.241638 56.11859 35.168685
## 39 107.76458 156.9555 84.76849 29.080743 23.174816 55.41359 24.494735
## 40 47.20781 133.3069 74.79722 22.789709 21.157722 27.63191 14.746576
## 41 45.55655 128.9619 66.31133 15.500154 12.509107 26.27202 14.552729
## 42 65.67573 162.8262 93.20945 24.427724 21.032166 39.45764 23.852599
## 43 64.14195 165.9424 94.63112 27.483762 26.095095 42.72742 25.726133
## 44 63.90954 187.5829 109.18203 33.116476 32.158215 54.71453 37.449481
## 45 92.68276 158.7677 95.67614 29.395926 27.696516 56.76695 40.690591
## 46 78.86063 145.1516 80.05514 22.782219 21.923864 32.50620 16.592404
## 47 70.39846 157.4664 92.32226 32.937361 28.517327 47.18550 28.712621
## 48 61.70422 138.0857 71.93641 23.300268 20.090067 35.61169 15.575681
## 49 61.33860 144.9316 86.40811 26.696378 24.349297 39.77189 19.455135
## 50 63.05734 138.5003 70.47352 20.670638 18.154254 36.22468 19.405232
## 51 64.82708 145.6347 77.19989 20.549567 18.632752 33.49460 18.494409
## 52 52.36694 132.5998 71.29239 15.551134 13.916693 29.34698 16.760708
## 53 78.53100 143.9213 79.71125 22.215652 17.469635 35.95521 16.616155
## 54 57.48538 126.7108 66.66915 17.877803 15.250374 24.52434 9.194936
## 55 70.81534 147.0438 79.62130 25.290039 22.974529 33.99312 19.016153
## 56 95.52165 172.3782 101.18338 34.388635 29.144573 57.24689 28.255847
## 57 90.38660 150.6649 88.80765 35.773657 31.697649 41.56988 21.703192
## 58 131.00499 208.3699 138.28331 40.795992 36.959687 80.84776 49.515715
## 59 113.22082 188.0902 112.91691 41.467129 36.230286 49.01416 25.324403
## 60 114.18932 172.8479 104.59912 37.373774 34.678088 59.41919 29.990413
## 61 102.49544 183.9365 109.49751 33.064629 31.721935 75.75887 40.569861
## 62 63.54837 152.4192 87.46771 33.146975 31.623720 33.04546 17.445197
## 63 100.44911 167.3159 107.80747 35.663864 33.335671 56.51229 35.437079
## 64 66.46659 159.7838 94.24655 27.291655 24.810862 38.39597 24.010146
## 65 83.36314 158.3325 100.77142 34.738381 30.990480 49.78675 22.673436
## 66 94.33647 213.5572 124.24456 38.772973 33.213022 62.28301 30.558693
## 67 95.60268 209.7000 128.25685 42.538098 39.931262 70.95412 41.090284
## 68 92.37965 165.4981 96.53644 37.242114 29.981436 65.57786 29.438080
## 69 70.83061 164.1667 95.45103 37.405220 33.647519 42.91449 20.362375
## 70 69.36740 162.8758 92.89872 34.346560 29.390319 57.69102 29.258737
## 71 80.32462 162.7502 88.76875 29.858006 23.143051 42.91982 17.701002
## 72 87.17170 180.7978 104.54701 26.614032 24.317318 51.97497 28.716291
## 73 74.25095 160.9422 94.91668 24.002036 21.428918 52.36068 26.643237
## 74 75.62085 156.1928 86.97810 24.902225 23.298103 35.03889 20.286189
## 75 82.56791 185.4571 111.83187 37.032730 33.775015 56.57822 35.830915
## 76 86.98847 178.4207 99.55333 27.566037 23.539377 43.82023 27.354720
## 77 77.28729 182.2927 104.51981 30.184232 27.687783 62.98991 33.994034
## 78 79.96146 187.1895 108.91687 36.771118 34.755112 49.44199 28.157448
## 79 91.57405 172.6403 100.22737 33.622629 30.551236 56.39092 26.844644
## 80 91.22246 159.5319 96.16581 31.619784 29.984792 46.83424 26.650127
## 81 65.16896 166.2424 99.95639 31.177524 30.504198 40.11263 22.839798
## 82 106.25972 179.7160 106.17331 42.832668 37.221399 56.94195 29.971618
## 83 58.37161 132.5240 74.10323 23.591298 20.832285 31.10289 15.799833
## 84 92.65556 177.6755 101.49464 29.321829 25.726811 49.62513 26.028089
## 85 102.83929 177.1955 103.64857 43.145082 40.071578 53.16561 25.520522
## 86 92.45923 177.2255 100.80722 26.626384 24.573740 61.69384 33.565240
## 87 87.80364 148.8395 83.70390 26.029330 22.155942 47.28875 22.517005
## 88 74.12135 161.0662 92.50170 27.925050 25.234683 47.89948 22.565844
## 89 90.72998 166.7477 98.90457 28.327570 24.506927 45.44408 26.191315
## 90 85.69361 162.2742 94.25061 31.057924 26.944122 53.82470 27.071438
## 91 84.37054 175.7997 107.67729 33.617904 30.207949 50.68751 30.090144
## 92 83.00977 182.1158 112.54267 21.624293 18.503081 64.38649 37.432931
## 93 59.88460 110.8267 58.16954 17.600461 15.202658 24.65369 8.566253
## 94 62.28633 154.0408 84.67013 17.024233 16.050393 38.95530 23.250886
## 95 77.94600 141.9575 77.14970 23.005238 20.021269 34.89068 16.127682
## 96 50.98963 136.5120 74.42238 21.205028 20.495673 29.32000 16.492259
## 97 55.44215 133.0946 77.84797 27.305037 25.818857 27.11377 15.228987
## 98 61.59640 134.1630 74.39080 22.758818 19.045511 37.41904 19.936097
## 99 76.40865 124.9840 74.32635 25.170992 20.842316 38.40420 19.610008
## 100 68.54184 145.3069 81.45014 16.955060 14.914729 31.70241 17.675807
## 101 81.57126 161.8859 101.90639 19.876927 16.645349 42.16411 24.408988
## 102 108.11110 169.3234 102.98810 31.471751 29.744790 52.72945 36.691403
## 103 59.60739 167.7601 106.19285 32.402237 28.575818 59.40387 40.293387
## 104 77.06515 132.2435 82.04921 28.929202 26.927239 35.53699 19.630688
## 105 54.93713 106.5239 58.14913 17.752516 15.491386 26.52351 13.086847
## 106 74.22360 170.3314 97.18393 27.724248 23.484137 35.44324 18.259606
## 107 67.29785 138.5241 68.49923 22.503166 19.786597 35.40852 16.797268
## 108 78.83366 123.8055 72.18366 28.831587 25.646684 34.48148 17.313790
## 109 85.92592 173.1105 104.17827 27.012304 23.414855 41.85444 24.903238
## 110 39.94741 121.1275 73.02569 22.637826 22.031186 24.34689 13.925645
## 111 54.50730 122.4937 75.68640 20.988367 19.883464 29.39046 15.017788
## 112 87.18788 173.2648 96.07453 27.642516 26.534565 54.43460 30.147006
## 113 74.00209 175.4863 105.00227 32.298275 30.788260 60.41276 37.455236
## 114 62.46544 129.3746 68.69872 19.945000 18.400635 33.70779 18.095148
## 115 81.08277 150.6428 77.68132 21.636394 19.490946 51.38306 29.726668
## 116 70.14514 113.0518 61.05912 19.252217 17.017803 34.06752 11.166039
## 117 48.27321 129.3934 70.85876 16.407465 14.536191 29.42127 15.728438
## 118 71.28905 166.1673 93.53512 26.970568 24.608017 59.24765 40.455424
## 119 54.00208 128.3186 69.42238 21.163528 21.163528 35.75880 21.155288
## 120 81.49776 150.4844 87.28361 24.535173 22.600228 50.49263 30.742491
## 121 77.78981 140.9233 80.31782 16.938026 14.855517 53.54574 28.837286
## 122 73.72371 135.4368 71.29662 20.829948 18.632902 36.73490 20.482112
## 123 54.21276 115.2322 70.96434 21.893126 19.980781 29.10010 15.545693
## 124 52.89509 125.0670 64.51123 15.629012 13.846866 26.75488 12.937409
## 125 53.68487 130.0076 68.16143 15.064596 14.250750 29.78809 17.996719
## 126 70.87793 141.8284 78.37283 24.556594 21.473342 35.94740 18.589123
## 127 61.12722 150.4246 83.74373 22.878312 21.384699 39.22514 19.560828
## 128 60.81513 134.8016 72.98369 18.886916 17.346817 32.02107 18.226428
## 129 57.30962 130.2542 71.05610 18.368292 17.090177 27.96170 14.505446
## 130 57.09093 137.7092 81.16662 20.655448 18.239202 37.67065 19.423840
## 131 59.80301 142.8277 78.17609 18.102219 15.848818 36.53856 17.646077
## 132 61.92977 134.8798 70.30977 20.012383 18.303255 31.99780 17.056721
## 133 51.94246 132.4820 72.59484 17.538166 16.229478 25.94354 14.741195
## 134 55.03351 132.9173 74.15232 19.546057 17.906819 33.93298 16.049089
## 135 57.91241 149.5182 82.22661 21.491615 18.801910 38.65542 20.942088
## 136 76.84863 150.8028 87.03707 32.177751 26.778704 46.40297 23.856696
## 137 57.26338 127.3253 68.52704 17.033329 15.933335 33.38239 15.265406
## 138 78.14752 147.6206 79.62533 16.757578 14.568689 36.13086 19.075875
## 139 60.42008 145.0514 78.84364 19.687883 17.856018 34.11810 18.188590
## 140 71.13904 151.7515 85.03912 17.635135 15.720422 44.19705 24.119308
## 141 64.59076 137.1003 75.39935 16.061912 14.418883 30.63028 15.590386
## 142 65.61552 149.6475 88.56016 25.623478 23.767006 36.00625 17.486137
## 143 48.62798 125.4985 64.65578 18.173989 15.077734 29.70903 16.979922
## 144 58.15008 139.1053 71.17536 17.285235 15.816124 29.71047 17.843878
## 145 66.23829 148.9156 83.61121 22.813251 20.754265 34.57042 17.114519
## 146 57.67329 134.1742 71.52602 17.625245 15.133651 26.05531 12.944988
## 147 47.74812 124.8802 65.17968 19.099138 16.937923 30.53618 15.408593
## 148 62.18448 140.7188 76.83227 22.331910 18.808348 32.72304 17.290986
## 149 60.12276 137.2048 74.31892 21.108771 19.398449 33.00421 17.064626
## 150 57.61104 138.4838 76.20770 22.869188 21.338704 32.22823 15.740259
## X41001 X41101 X41201 X41202 X41204 X41401 X41402
## 1 17.502107 13.05 114.46886 10.378181 50.637275 418.7284 188.3698
## 2 24.035787 13.35 201.57678 21.634318 69.089303 463.5274 224.0575
## 3 17.323203 13.40 131.73450 24.082201 57.605388 320.3213 137.0687
## 4 12.589241 11.82 148.14384 9.126863 42.927009 399.1019 207.6454
## 5 20.995456 12.02 153.42571 23.097561 61.526229 388.4949 214.7294
## 6 14.597567 14.69 103.30579 18.514804 38.612168 437.1375 141.9023
## 7 13.099971 13.73 47.80242 7.125466 23.466421 508.2112 185.1606
## 8 17.463562 14.88 80.54963 21.073547 57.803861 350.0688 190.2165
## 9 22.164609 14.39 150.88778 11.962994 65.375911 547.8246 313.1246
## 10 21.981898 12.26 181.71906 13.710016 52.259453 560.3939 263.4223
## 11 13.398985 10.61 95.95224 13.718228 48.564389 443.0947 165.8512
## 12 18.707216 9.49 50.82108 20.935205 25.762831 426.5218 174.1516
## 13 12.824707 11.19 31.58832 2.892590 12.296090 316.9686 115.3084
## 14 18.509063 11.51 87.97419 7.660526 27.835502 376.9698 148.8100
## 15 12.517605 12.90 77.52689 4.251773 26.538346 398.2457 240.6088
## 16 13.254598 12.61 147.32965 16.374530 55.979308 585.8627 279.3168
## 17 22.796326 8.69 127.80914 26.914278 67.347045 342.1579 185.7059
## 18 15.714424 13.96 101.15530 7.513963 27.668300 334.3260 216.6473
## 19 20.043291 10.61 129.41518 12.845804 55.464875 357.8184 96.7456
## 20 15.695158 11.57 111.17674 9.386697 41.624272 454.9863 154.7476
## 21 13.965529 13.30 11.69126 -18.560653 6.318467 537.0390 245.0816
## 22 14.347294 11.01 87.61517 7.619462 31.957220 402.7209 142.1602
## 23 15.045271 12.11 78.89745 17.880791 32.803993 437.2874 169.3565
## 24 14.905442 9.55 82.45184 17.371451 41.571988 426.8209 100.6662
## 25 13.445637 11.29 103.13491 12.640006 37.100672 391.8979 175.0439
## 26 14.776836 11.31 144.33690 11.879306 48.448329 394.0173 266.1425
## 27 20.124465 10.10 229.62772 70.289946 129.964222 425.8551 195.5882
## 28 21.072861 13.15 127.62337 13.916544 40.474155 416.4008 206.9754
## 29 14.357422 12.51 116.52574 9.648668 47.524752 406.0599 192.6889
## 30 11.254150 12.60 127.47162 13.919563 47.268305 437.9932 111.4153
## 31 17.094698 11.90 56.26473 12.585092 28.920064 475.1810 193.4317
## 32 11.956780 12.33 61.13170 10.437687 25.370057 496.9716 186.4837
## 33 14.883347 12.07 142.08252 11.769615 45.050306 453.0217 144.4026
## 34 14.759519 9.26 137.78256 10.498137 29.935638 565.2273 254.6263
## 35 16.870329 12.13 43.94384 5.323356 21.181725 427.6128 184.7932
## 36 19.667004 10.75 179.97480 10.430248 40.185187 393.2036 207.0268
## 37 13.452386 10.08 157.85597 5.939724 45.907535 437.0293 194.1706
## 38 13.221473 11.31 147.55266 12.256780 41.803450 400.3969 169.3972
## 39 12.980729 14.81 189.72665 21.096305 50.278229 400.2809 162.3003
## 40 10.676659 10.71 168.54756 16.680139 46.366605 381.4086 175.0158
## 41 11.976485 10.12 120.50755 7.082655 35.829452 436.9018 204.9167
## 42 12.558497 12.91 51.94955 5.866823 13.989769 462.0861 237.7897
## 43 22.401116 14.50 164.07959 11.887403 45.292830 395.6745 151.8534
## 44 17.745490 12.29 123.70858 14.360039 41.427720 496.4674 162.2243
## 45 20.555074 12.68 204.57896 17.075988 58.204700 484.7991 249.2731
## 46 17.049330 10.05 118.98466 11.719757 71.531782 396.5242 176.3326
## 47 17.477289 12.26 143.23929 14.610609 55.157304 482.3739 207.4426
## 48 13.262969 10.98 114.38785 12.949474 45.925749 312.7190 96.8977
## 49 13.162618 11.53 95.26518 9.202769 44.685415 416.3072 174.5820
## 50 13.531486 9.89 91.54920 10.954762 43.079653 358.5566 165.4155
## 51 22.340367 10.82 135.18532 15.531423 54.001629 466.5755 200.3477
## 52 12.505352 11.31 113.20235 9.639340 39.106568 402.5296 156.1693
## 53 14.434965 10.41 133.52506 10.685663 42.073825 421.3124 132.8468
## 54 11.147848 11.49 109.49508 9.060686 40.510940 402.9912 115.1505
## 55 16.617181 12.80 123.46507 14.456515 52.214859 372.6588 141.1057
## 56 18.640791 12.16 116.72746 15.250102 51.215937 459.6715 193.4408
## 57 12.660154 12.29 109.75320 11.501464 44.522418 461.1439 196.7582
## 58 14.951228 13.06 95.53380 14.447896 31.223269 455.5112 284.2078
## 59 12.810791 13.25 92.20589 7.396176 36.094258 274.5219 140.2059
## 60 14.378391 13.16 74.51565 7.725960 31.457451 469.0035 256.5158
## 61 19.019824 13.42 102.53000 9.266295 32.968005 512.6980 310.7364
## 62 12.889786 12.97 110.23815 19.432947 47.839150 416.1938 167.7990
## 63 20.812700 12.38 61.61588 11.507582 32.259654 516.6106 287.7850
## 64 12.412498 11.59 99.23835 11.756012 40.481862 327.3401 172.2978
## 65 17.313730 13.17 77.88420 6.484931 34.978023 385.6528 211.9878
## 66 20.620005 13.79 199.92803 25.574759 63.550012 425.0261 236.6514
## 67 14.313623 13.86 154.84452 17.086391 47.876709 474.1771 264.9332
## 68 32.082267 14.05 149.91671 26.127943 68.924939 333.3564 104.5713
## 69 18.568340 12.15 172.50192 14.734994 68.547843 459.7889 168.7444
## 70 16.317523 12.84 122.13785 23.845211 59.457474 412.3959 156.7943
## 71 17.562918 12.26 299.93870 28.245928 90.789245 499.2602 146.3926
## 72 17.339488 12.89 84.14852 9.498721 31.331899 482.3486 170.6504
## 73 23.989435 13.73 202.12028 17.440340 62.993930 400.3113 149.4406
## 74 11.539734 12.94 145.61222 14.347147 49.354910 371.6441 151.1387
## 75 13.883296 13.01 141.52279 14.696997 48.907507 432.9555 260.6081
## 76 19.406545 13.00 120.48798 15.443314 48.202964 476.8566 238.2228
## 77 14.188144 13.28 169.36522 17.370589 62.910760 448.4783 241.2074
## 78 17.692403 13.65 173.42252 15.803324 65.476576 464.6156 205.6310
## 79 11.320205 13.18 122.83748 11.317891 41.882712 497.5207 216.7039
## 80 12.400822 12.87 117.08893 21.676351 38.819986 444.7411 188.7198
## 81 16.339594 11.97 139.07554 12.585401 56.668996 465.4354 188.7134
## 82 16.563522 12.73 132.93521 9.566501 43.692209 411.6281 167.0236
## 83 15.389534 13.28 146.17910 11.304544 52.889315 418.9138 210.0637
## 84 16.430671 10.90 54.52012 8.156546 33.008629 445.3827 228.6981
## 85 16.683613 12.07 60.47074 13.987280 33.902136 437.4016 155.0450
## 86 14.092266 12.84 119.17407 9.283170 44.171678 390.4335 145.6985
## 87 14.107924 13.10 108.24225 10.940321 53.391810 391.6782 174.9468
## 88 15.454258 11.77 136.71823 23.843475 53.998769 365.5571 165.5536
## 89 19.395260 14.07 119.47530 11.845808 41.445846 412.0597 185.3968
## 90 17.317889 12.33 91.82882 15.247949 38.297797 429.5335 210.5146
## 91 15.086346 13.22 95.45924 20.174073 49.605143 450.8054 284.2754
## 92 11.572697 12.91 70.73208 12.194722 31.483096 409.9466 216.1742
## 93 14.343132 12.19 121.73753 16.992652 34.448551 355.3337 175.6486
## 94 12.298710 11.89 86.70234 9.312958 35.136460 411.6773 192.6730
## 95 11.627528 12.53 63.56101 11.125616 32.901351 334.7642 178.9710
## 96 9.323223 11.82 122.07031 13.263719 38.851108 424.9883 143.9097
## 97 13.164604 13.96 58.49362 6.190289 15.029592 420.7541 235.8866
## 98 11.561247 12.50 95.60610 17.965182 33.219637 403.3068 182.6334
## 99 14.754256 13.44 67.53172 13.512874 29.137869 378.2285 237.4203
## 100 10.676000 10.51 82.24457 10.451869 30.477225 355.8872 175.5618
## 101 11.445107 11.84 86.19204 16.344172 27.165560 396.7529 228.7795
## 102 13.996203 13.56 40.23740 25.812534 24.860525 302.3384 183.8315
## 103 22.096543 14.55 74.05057 15.353479 28.387901 408.6580 310.6974
## 104 15.222139 12.53 42.35004 9.281173 26.575591 311.7548 212.0605
## 105 11.573153 12.34 108.75909 18.342534 45.426770 353.2465 144.2703
## 106 12.719994 11.87 69.20266 7.174916 32.438890 414.3586 130.4403
## 107 14.723758 12.37 98.69420 13.206858 32.069190 354.5250 192.2962
## 108 16.957611 13.24 102.67599 25.898176 42.782484 450.9367 180.5143
## 109 11.946767 13.23 78.23961 12.533370 25.336568 306.4217 159.1495
## 110 15.847798 13.98 81.50309 10.782543 25.522249 192.8541 216.3635
## 111 13.211376 10.84 78.88370 -23.571391 7.381876 278.0163 140.8727
## 112 14.963568 12.84 81.59142 16.593162 26.836632 485.1141 338.8764
## 113 12.449623 13.18 71.23776 20.298730 28.820640 472.0097 231.8640
## 114 15.420483 10.65 82.80104 12.452877 31.215096 382.2223 211.9266
## 115 9.991766 11.26 57.53976 19.005213 25.221569 391.1030 309.0520
## 116 15.796603 13.12 84.35833 11.270690 31.077798 293.9857 176.3286
## 117 13.054561 10.97 30.44346 4.677935 12.254527 477.7543 199.5688
## 118 12.855597 14.19 131.43221 29.871465 36.395795 468.1041 282.1592
## 119 12.042197 11.49 143.75796 13.357445 49.451093 377.3446 145.2791
## 120 11.276340 12.21 82.11979 15.081206 27.882199 334.2312 278.5949
## 121 15.544334 13.91 45.76337 17.350647 28.276955 272.2878 117.5455
## 122 14.019163 11.93 67.03087 10.597898 23.726969 355.4222 116.5581
## 123 12.146142 13.01 85.53442 16.593298 29.077516 259.2226 111.1927
## 124 8.995249 11.14 136.64685 11.790093 41.891083 407.0980 142.9891
## 125 11.834021 10.86 92.74874 8.507794 34.052213 347.2471 143.1655
## 126 18.016425 11.03 110.05605 10.620730 51.415327 408.7683 114.7443
## 127 14.513088 11.72 122.87232 12.407816 41.870025 427.7130 163.8727
## 128 15.366017 10.55 158.40723 21.044890 75.400662 388.9616 145.3967
## 129 16.767550 10.74 107.75682 15.649154 55.354874 386.6286 147.2255
## 130 19.652471 11.26 117.16716 13.027417 52.574220 368.1718 122.0488
## 131 16.899717 11.01 69.27056 8.864166 32.294859 427.4506 178.3626
## 132 15.372534 11.27 101.06231 8.778193 36.429054 431.1483 158.9496
## 133 12.227838 11.31 140.11882 11.085068 53.880182 379.2144 142.8130
## 134 11.291456 11.32 113.10381 14.374455 39.006731 374.4955 155.6862
## 135 15.915062 12.16 63.41444 9.272825 26.201559 380.6343 157.9450
## 136 16.503488 12.67 119.10276 16.234252 53.219975 433.8627 172.3665
## 137 13.144472 11.59 110.58463 9.260646 48.758560 552.4878 215.3654
## 138 14.752493 11.17 81.84789 12.688350 40.623449 390.5811 155.9529
## 139 16.343405 10.72 106.56426 8.411456 49.503287 427.8172 163.2244
## 140 16.016161 12.59 74.64137 9.632184 26.189151 414.9373 175.2456
## 141 15.582766 11.12 107.36795 8.968283 43.646031 369.9537 155.2681
## 142 11.142475 11.71 90.56815 8.606690 35.277720 389.6829 153.4935
## 143 15.172661 11.80 84.31773 8.930804 29.421710 413.1946 182.1891
## 144 16.679548 11.35 118.95593 11.984433 53.326344 404.9298 129.5950
## 145 14.321784 12.07 34.99218 5.637673 17.067956 454.8823 167.0076
## 146 14.206157 11.23 104.26976 12.316877 49.646170 376.4721 154.3591
## 147 11.793873 12.05 94.62933 13.114266 36.122592 354.0916 156.8758
## 148 17.279645 11.51 58.51682 12.292767 29.277054 458.2816 161.4271
## 149 13.854036 11.77 96.77996 11.419098 39.347449 412.7337 167.5488
## 150 17.809334 10.94 96.85154 7.070549 38.418463 400.4083 156.9836
## X41403 X90287 X90360 X90361 X90362 X90365 X90366
## 1 1086.7685 2.4881454 11.3207547 8.860759 57.39881 -3.46667 76.08440
## 2 1157.9900 1.9827967 22.3427332 22.834650 58.05591 -3.84964 75.70143
## 3 851.7538 1.7277875 26.2500000 28.358210 58.77084 -1.85155 77.69952
## 4 954.3258 1.7047486 14.4901610 28.571430 56.62349 -1.41079 78.14028
## 5 892.4149 1.0571479 22.7544910 14.285710 60.69974 -1.13982 78.41125
## 6 1293.3195 1.1649090 -0.4651163 5.050505 59.41756 -2.11021 77.44086
## 7 1445.0581 0.7637633 10.5175292 19.254660 64.94764 -0.61564 78.93543
## 8 813.6402 1.2783208 9.9056604 6.422018 57.26367 -2.92931 76.62176
## 9 1228.4544 1.0008922 33.5714286 40.277780 54.69094 -5.39393 74.15714
## 10 1421.6115 1.4789885 34.6938776 30.256410 56.42585 -3.60927 75.94180
## 11 1247.1009 1.4941719 25.7240204 35.660850 63.70217 0.44627 79.99734
## 12 1158.3955 1.3723712 13.4851138 16.339870 60.38249 -2.33887 77.21220
## 13 901.7833 1.7379262 18.3823529 -1.796407 60.44399 -0.59346 78.95761
## 14 1038.6333 1.0284658 27.6437848 5.208333 65.26830 0.61509 80.16616
## 15 1354.3230 1.0043353 8.0491132 9.322034 60.66517 -1.07099 78.48008
## 16 1474.8461 0.8887564 21.2636695 8.713693 60.33563 -2.54731 77.00376
## 17 2403.6120 1.0373920 -6.8965517 23.076920 69.84607 2.84437 82.39544
## 18 675.5940 0.6952403 17.5315568 43.646410 56.95549 -2.52616 77.02491
## 19 1114.9295 0.7709520 14.1993958 4.000000 66.39847 0.22027 79.77134
## 20 1325.6786 1.2064300 5.4545455 -13.114750 60.85098 -1.05077 78.50030
## 21 1383.7153 1.3843096 12.6262626 40.331490 59.54155 -3.05536 76.49571
## 22 1158.3471 1.2221162 1.6513761 23.076920 63.39868 1.00729 80.55836
## 23 1214.2871 1.2031025 6.5902579 12.225710 62.04625 -0.82616 78.72491
## 24 1372.6695 1.4327876 15.4401154 13.178290 66.18008 0.49514 80.04621
## 25 1020.7745 1.4081774 13.7414966 26.890760 63.58194 1.56157 81.11264
## 26 764.8544 1.5059859 11.9579501 12.605040 60.71506 -0.60030 78.95077
## 27 1093.6289 1.2822250 22.0779221 38.797810 61.97094 -0.89013 78.66094
## 28 1023.7343 1.3783871 5.0955414 24.324320 63.69817 -0.38960 79.16147
## 29 1024.8356 1.0773744 18.2203390 55.421690 64.73798 1.31754 80.86861
## 30 1385.0692 1.3863794 12.1863799 4.597701 64.07593 0.21218 79.76325
## 31 1292.2540 1.5424776 5.5944056 24.503310 61.96931 -1.23162 78.31945
## 32 1397.3865 1.2587516 18.8755020 10.769230 61.29659 -1.25544 78.29563
## 33 1348.0173 1.1611159 27.2407733 32.000000 61.17487 -0.84966 78.70141
## 34 1465.9704 1.3962992 22.4806202 35.922330 62.63984 -0.73116 78.81991
## 35 1131.7894 1.3179791 14.7102526 36.470590 63.10819 -0.79155 78.75952
## 36 1207.7863 1.2072316 16.4444444 -5.405405 67.78411 2.11211 81.66318
## 37 1141.3196 0.9239457 22.1333333 14.516130 66.34956 1.79769 81.34876
## 38 1070.2961 0.7010455 21.0666667 75.000000 65.33855 -0.98339 78.56768
## 39 1415.6094 0.9592450 19.5312500 45.454550 59.44115 -1.15968 78.39139
## 40 979.9474 1.0463679 10.9919571 18.248180 69.52256 1.93601 81.48708
## 41 1109.6587 1.1822678 38.0116959 106.666700 69.81375 1.95792 81.50899
## 42 1112.5459 0.8288023 14.3369176 18.954250 64.07278 -0.44609 79.10498
## 43 1102.7558 1.0027745 33.4370140 31.578950 62.19163 -0.43417 79.11690
## 44 1465.7721 1.6155466 13.6690647 15.000000 60.94320 -1.49772 78.05335
## 45 1167.8247 1.2162862 25.0409165 37.967910 61.44766 -1.21421 78.33686
## 46 1035.0797 1.4359528 16.2112933 32.967030 61.53135 0.26775 79.81882
## 47 1279.6748 1.4723678 22.3707147 35.775860 58.93935 -1.29116 78.25991
## 48 938.6010 0.6710169 2.8618152 8.755760 66.91991 0.77639 80.32746
## 49 1117.3103 0.5902932 22.3091977 18.151820 66.88053 0.32474 79.87581
## 50 918.6655 0.7474303 22.7906977 35.714290 64.45044 0.81595 80.36702
## 51 1238.6360 0.9957563 0.6432459 5.385735 62.97868 0.20588 79.75695
## 52 1116.9744 1.0683533 12.2052705 20.000000 65.97308 1.29363 80.84470
## 53 1257.8626 1.6086795 28.0575540 76.666670 63.22890 0.34266 79.89373
## 54 1237.7291 0.6573117 6.4935065 24.423960 66.41244 1.85722 81.40829
## 55 1044.1627 1.4181221 10.7526882 28.160920 64.98033 -0.12711 79.42396
## 56 1231.7406 1.2776977 15.3658537 14.427860 62.91588 -1.75998 77.79109
## 57 1227.8627 1.0470368 29.7188755 9.333333 59.82222 -1.02147 78.52960
## 58 952.2911 1.2120646 19.3149382 28.971960 56.52864 -3.82672 75.72435
## 59 664.0383 1.0620857 5.2790347 14.285710 60.29198 -2.32392 77.22715
## 60 1085.2178 1.0573280 13.1147541 21.985820 57.63407 -2.31658 77.23449
## 61 1098.3864 1.6891380 14.9855908 11.688310 57.90595 -2.78375 76.76732
## 62 1136.5386 0.7842787 6.5420561 11.191340 61.67853 0.29728 79.84835
## 63 1180.2046 0.9590120 16.4739884 22.699390 58.07704 -2.03677 77.51430
## 64 776.9629 0.7191303 16.3987138 40.540540 63.99549 0.28156 79.83263
## 65 889.2813 0.8583845 13.5678392 45.291480 60.45589 -1.78662 77.76445
## 66 971.3130 1.6623164 8.0412371 22.641510 58.36789 -2.85826 76.69281
## 67 1080.9846 1.5940774 17.5172414 28.617360 59.27117 -3.42515 76.12592
## 68 996.8332 1.4986559 -7.6687117 1.935484 57.88422 -2.04975 77.50132
## 69 1303.8179 1.1624333 10.9207709 28.148150 62.35110 -0.84102 78.71005
## 70 1153.6405 0.7258222 11.4384749 18.541030 59.80892 -1.29040 78.26067
## 71 1522.5761 1.5958674 32.9561528 55.555560 59.67438 -1.41371 78.13736
## 72 1386.2732 1.3425052 16.4086687 22.846440 61.83806 -1.69068 77.86039
## 73 1127.8361 1.4647274 30.9002433 46.902650 59.29620 -1.78483 77.76624
## 74 1011.1099 1.4613995 14.7905759 23.044400 62.52519 -0.34107 79.21000
## 75 932.7627 0.9889935 15.7024793 53.684210 58.75738 -1.58594 77.96513
## 76 1168.8947 1.4000135 3.3576642 9.289617 62.16335 -1.53186 78.01921
## 77 1049.5639 1.6300545 13.5849057 29.927010 59.38317 -1.85287 77.69820
## 78 1215.6709 1.6234752 22.3684211 23.684210 57.73617 -2.52232 77.02875
## 79 1311.8895 1.1153155 14.4617615 27.005350 59.91895 -1.98607 77.56500
## 80 1187.2027 1.3094083 14.5218418 36.170210 62.92601 -1.24979 78.30128
## 81 1267.9293 0.9755144 16.5631470 28.621910 59.55983 -0.66894 78.88213
## 82 1120.9811 1.0845755 24.5865491 38.260870 57.13274 -2.45722 77.09385
## 83 1024.5791 1.0713654 28.3200000 37.899540 63.37425 0.69941 80.25048
## 84 1073.7679 1.0687016 17.1693735 23.275860 57.65476 -2.17261 77.37846
## 85 1256.2358 0.6594719 22.1945137 28.384280 58.17238 -2.36234 77.18873
## 86 1100.1647 1.2790071 10.5679367 26.136360 60.41185 -1.80639 77.74468
## 87 1020.1993 0.7191794 8.5245902 43.478260 61.55431 -0.96022 78.59085
## 88 945.5671 0.9717035 21.2653779 54.794520 62.74884 -0.92366 78.62741
## 89 1069.3820 1.3193757 17.8000000 22.456140 61.96524 -1.36985 78.18122
## 90 1064.6883 1.9979666 24.8269041 43.548390 58.85643 -1.59268 77.95839
## 91 933.7424 1.1712412 10.2857143 20.618560 59.64294 -2.02390 77.52717
## 92 971.8864 1.4612914 11.6751269 22.641510 62.77981 -1.70797 77.84310
## 93 876.4205 0.5448325 22.4719101 30.534350 64.38413 2.59916 82.15023
## 94 1046.7897 0.7966340 17.0111288 30.516430 64.99372 0.46451 80.01558
## 95 786.5643 0.5257248 22.0825853 33.823530 62.42978 0.78985 80.34092
## 96 1240.1163 1.6231908 17.2774869 26.712330 65.71480 1.80312 81.35419
## 97 956.8697 0.6485021 15.4255319 14.563110 63.36339 2.72511 82.27618
## 98 1043.2599 1.4459373 19.2563081 40.669860 61.05615 0.81363 80.36470
## 99 786.5725 1.1212213 12.6245847 7.344633 62.47750 1.37296 80.92403
## 100 878.8307 0.9354979 21.4057508 10.416670 65.10090 0.77351 80.32458
## 101 883.8758 0.9137226 41.4847162 52.212390 63.21650 -0.39187 79.15920
## 102 646.0082 0.7367565 35.1063830 66.153850 57.48855 -0.80039 78.75068
## 103 692.7437 0.9177108 46.2121212 47.540980 62.84468 -0.02781 79.52326
## 104 600.8682 0.8660802 31.0344828 42.857140 64.96313 0.86186 80.41293
## 105 959.2776 0.6873052 11.3006397 -14.619880 68.32725 3.12352 82.67459
## 106 1237.7217 1.4943298 17.5510204 9.701493 65.53496 0.01971 79.57078
## 107 824.9885 0.8856986 34.0579710 35.672510 65.18694 1.25273 80.80380
## 108 1235.1617 0.8652420 30.0668151 32.352940 63.01462 0.43926 79.99033
## 109 733.5111 1.0243797 22.1556886 20.000000 60.35448 -0.12890 79.42217
## 110 487.9816 0.4792479 0.3389831 41.666670 62.58814 3.63650 83.18757
## 111 675.7326 0.8507458 27.2727273 26.785710 67.16120 1.80140 81.35247
## 112 909.2035 0.8788657 20.1716738 39.325840 59.41832 -0.85539 78.69568
## 113 1168.4321 1.8266186 5.4545455 27.868850 61.93177 -0.51558 79.03549
## 114 1217.8052 1.3128499 14.5205479 40.350880 64.07241 1.32607 80.87714
## 115 629.0510 1.3751894 15.2882206 13.953490 60.58489 0.14723 79.69830
## 116 635.1913 1.6680764 22.3300971 14.970060 63.74523 1.44574 80.99681
## 117 1284.4923 0.7244911 31.8611987 29.729730 69.60697 2.79463 82.34570
## 118 1007.3445 0.6478497 15.6316916 34.000000 62.37268 -0.66380 78.88727
## 119 1050.3343 1.3914254 20.2797203 34.920630 69.77491 1.24134 80.79241
## 120 931.8233 0.3939254 7.1428571 54.929580 61.85595 -0.57950 78.97157
## 121 721.0404 1.2224975 36.3636364 39.215690 62.38622 0.50050 80.05157
## 122 1048.1281 0.6707309 9.4420601 30.708660 66.90420 0.65204 80.20311
## 123 688.5094 0.6842828 14.2045455 3.773585 62.34319 3.11490 82.66597
## 124 1173.0139 0.8371871 19.8431373 40.920100 68.77250 2.21844 81.76951
## 125 939.0838 1.0376695 17.4716756 26.903550 64.31459 1.44157 80.99264
## 126 1261.4381 1.3188924 14.2188414 20.000000 64.44721 -0.17302 79.37805
## 127 1192.8500 1.0807764 20.8117788 24.050630 63.40543 -0.24025 79.31082
## 128 1095.2997 1.1320887 17.4830445 26.888220 66.67495 0.85518 80.40625
## 129 1080.8977 2.0190269 20.0769724 30.086960 64.36684 1.43471 80.98578
## 130 1081.9286 1.2367467 20.0000000 30.043540 64.69217 0.68256 80.23363
## 131 1149.8060 0.9189113 29.7258641 51.708770 64.52676 0.61256 80.16363
## 132 1220.5243 1.0208295 18.2297155 27.327330 66.01084 0.65873 80.20980
## 133 1064.7786 1.2198716 16.7692308 19.533530 68.00437 1.67326 81.22433
## 134 1009.0426 0.5605168 22.3562811 28.170380 65.90795 1.46929 81.02036
## 135 1026.4332 1.4226985 18.8540973 26.229510 64.23180 0.31180 79.86287
## 136 1192.2018 0.9627126 20.4869205 31.089460 61.08134 -0.92011 78.63096
## 137 1530.1428 1.1619874 20.7995678 35.702750 65.15294 1.24692 80.79799
## 138 1071.0029 1.5170140 24.5655608 28.009830 61.72041 -0.16114 79.38993
## 139 1195.1362 0.9913950 15.2194809 15.534880 63.07585 0.53002 80.08109
## 140 1110.0432 0.9261903 23.4773555 38.404450 65.22112 -0.03009 79.52098
## 141 992.5419 0.9803093 23.9064090 28.242070 64.86285 1.08473 80.63580
## 142 1074.6321 0.7586299 22.9514880 39.376770 62.52133 -0.04965 79.50142
## 143 1083.1107 0.6592416 10.0179964 17.766500 68.64849 2.01453 81.56560
## 144 1203.4006 1.4704672 22.9827490 39.628480 64.73140 0.81189 80.36296
## 145 1289.7189 1.4797170 20.9848485 34.491980 63.35314 0.14754 79.69861
## 146 1020.5996 1.3519690 19.4860814 26.886790 63.18777 1.32502 80.87609
## 147 926.0172 1.1310320 19.8690671 26.198630 68.28669 1.95542 81.50649
## 148 1319.1594 1.3671735 15.7712305 19.485290 64.00988 0.27377 79.82484
## 149 1123.7699 1.1069649 26.5953523 36.293440 65.75090 1.02595 80.57702
## 150 1106.3401 0.9906015 23.4316354 23.595510 65.72479 0.36423 79.91530
## X90641 X90642 X91096 X91102 X91195 X92031 X92196
## 1 24.740120 28.6885200 544.0 17.11736 0.6773078 17.20744 3.506535
## 2 17.603550 24.3093900 570.4 16.47961 0.7006106 21.03520 4.677755
## 3 14.305360 18.1141400 512.8 17.95176 0.7096550 14.83398 3.488372
## 4 25.800600 39.7647100 551.0 18.10554 0.7259529 20.36363 3.722454
## 5 15.688160 10.3225800 444.5 18.24265 0.7251018 18.43559 2.850627
## 6 11.035070 10.0000000 447.7 17.50678 0.6888305 16.17756 3.576218
## 7 7.327586 18.8284500 399.5 18.22260 0.7290278 15.82783 3.511339
## 8 12.123680 9.7472920 347.1 17.37454 0.7240778 17.96636 4.300048
## 9 27.013140 37.8823500 525.3 16.53537 0.6920170 16.61539 6.389776
## 10 21.586640 40.4021900 330.3 16.46342 0.6971682 15.65156 4.735297
## 11 20.000000 33.9788700 266.1 18.82025 0.7542316 10.96978 2.537486
## 12 14.873040 26.2222200 421.4 17.73430 0.7347989 17.04536 4.308797
## 13 23.467490 23.0769200 480.3 18.07478 0.7335950 10.71406 3.765060
## 14 22.724460 18.1651400 346.9 19.18623 0.7776932 11.37005 3.438198
## 15 10.579580 22.0389800 310.5 18.13478 0.7255889 18.69755 6.182224
## 16 22.295080 23.1905500 370.8 17.06644 0.6881875 11.32066 5.978189
## 17 4.000000 5.5118110 247.8 20.29757 0.7608769 14.93631 1.978239
## 18 18.419880 48.9981800 470.4 17.14476 0.6981949 11.88405 4.459047
## 19 19.666150 14.8148100 247.6 19.07647 0.7676294 7.48497 4.772814
## 20 20.382630 15.7593100 553.7 18.00078 0.7363507 11.80782 4.813092
## 21 13.103450 38.7681200 339.7 17.15117 0.6924256 12.91192 8.052637
## 22 10.734460 21.2435200 426.6 19.41912 0.7747894 8.73619 2.824327
## 23 12.455970 16.7728200 417.7 18.30754 0.7241524 16.32358 3.490308
## 24 21.235520 28.5129600 439.0 19.34285 0.7464331 14.07086 2.931194
## 25 13.554500 23.9766100 320.7 19.55281 0.7455731 8.78593 3.495022
## 26 17.117120 20.4930700 369.7 18.65946 0.7218033 15.09821 3.145007
## 27 26.454030 44.5692900 319.3 18.61178 0.7466755 10.31155 3.223407
## 28 18.847010 34.5971600 387.6 18.98157 0.7312331 13.51401 3.802860
## 29 22.540980 44.8789600 408.5 19.19680 0.7561995 11.27479 1.915301
## 30 14.705880 12.7201600 470.2 18.65579 0.7380468 14.07477 3.397774
## 31 11.154860 29.4686000 325.8 18.22290 0.7362871 14.55819 4.292767
## 32 11.065010 2.1276600 279.3 18.40211 0.7330658 13.04692 5.569716
## 33 22.209170 30.7032600 246.7 18.33527 0.7399387 12.14315 3.426188
## 34 21.614350 29.3286200 217.8 17.75498 0.7226173 12.56272 3.074044
## 35 14.393580 32.2834600 439.4 18.10259 0.7394637 11.61697 3.680869
## 36 9.956710 14.4329900 315.7 20.21429 0.7619375 10.01294 2.791996
## 37 18.101930 18.6246400 439.6 19.87726 0.7831835 6.81842 4.236472
## 38 29.265970 49.8305100 423.2 18.11371 0.7575019 12.78480 2.693240
## 39 20.151130 28.0423300 348.3 18.03087 0.6898806 7.36998 5.292371
## 40 10.714290 16.6253100 379.3 19.95804 0.7743994 6.67879 3.577818
## 41 18.699190 34.2618400 426.3 19.78329 0.7793389 7.05933 3.528975
## 42 23.296160 27.3148100 313.5 18.16746 0.7343325 11.46087 4.531038
## 43 22.049690 24.5283000 315.0 18.57687 0.7329072 14.03329 3.291794
## 44 20.515970 15.1648400 406.4 17.53048 0.7307862 15.13677 3.250130
## 45 19.428570 17.2932300 435.7 17.94627 0.7338007 12.10858 4.662729
## 46 10.029670 14.3872100 164.8 19.15874 0.7464664 10.28135 2.998909
## 47 23.576260 37.4716100 451.7 18.05316 0.6911147 13.77273 4.269692
## 48 14.611870 21.6027900 421.7 19.38747 0.7638403 13.47879 3.390420
## 49 19.397120 12.3431000 486.3 18.90490 0.7373165 15.79009 3.274394
## 50 21.044050 25.9615400 414.9 19.09972 0.7608638 4.28102 4.100762
## 51 9.993155 16.8041200 432.2 18.98774 0.7500755 7.69972 3.839859
## 52 18.385860 27.7091900 432.0 19.33385 0.7722650 6.52041 2.732058
## 53 23.052960 53.4883700 246.4 19.28141 0.7552018 12.59892 4.117737
## 54 14.772730 35.8558600 244.3 19.79083 0.7679468 7.66412 2.641739
## 55 18.162330 28.4253600 394.2 18.91674 0.7458234 16.58146 2.612827
## 56 13.110130 24.5346900 451.6 17.86012 0.7215333 19.81486 3.891395
## 57 20.972640 21.3114800 328.4 17.82630 0.7368139 14.77338 4.018946
## 58 16.621900 26.5060200 428.6 16.09260 0.6717544 12.75960 6.435390
## 59 11.838790 35.2381000 357.2 17.22745 0.7138316 18.40974 5.906497
## 60 15.997860 38.0952400 345.7 17.52926 0.6964706 17.12683 4.814151
## 61 20.077970 11.1111100 539.6 17.28364 0.6939276 15.97541 4.716545
## 62 10.827530 12.5763100 334.2 19.06328 0.7443369 17.27614 5.148005
## 63 14.544590 30.5785100 381.9 17.03454 0.7116350 13.71432 4.057971
## 64 19.870410 33.9350200 480.3 18.70157 0.7277661 15.82547 3.848467
## 65 19.877680 33.1189700 454.0 17.64096 0.7049572 13.51054 3.988868
## 66 12.195120 22.1884500 422.1 16.78429 0.6342588 15.19956 3.910900
## 67 22.436210 30.9302300 490.2 16.90852 0.6631682 16.74055 5.724227
## 68 5.173333 24.0093200 423.0 17.67440 0.6848967 15.19773 3.320053
## 69 19.537000 24.7362300 417.7 18.42807 0.7087611 18.24155 3.971597
## 70 19.443600 27.5181700 546.9 18.10636 0.7175667 21.55729 4.921355
## 71 24.247950 30.3292900 347.2 17.90720 0.6758650 14.70128 2.144133
## 72 18.866620 27.8688500 400.8 17.69028 0.7131363 13.76182 4.553648
## 73 23.348020 42.0155000 411.0 17.92642 0.7137861 12.69580 3.243243
## 74 16.317990 26.9461100 373.6 18.41855 0.7242638 18.80663 4.845703
## 75 9.936575 28.3018900 531.1 17.84331 0.7105835 17.66255 2.903484
## 76 4.469005 11.1913400 450.7 17.59518 0.7321308 14.72243 2.093301
## 77 9.806452 16.5467600 465.0 17.37857 0.7054138 12.23737 2.243982
## 78 18.812590 25.9701500 401.6 17.25775 0.6818046 13.96965 2.734108
## 79 15.626520 20.3451400 487.0 17.94655 0.6957624 16.54613 7.844219
## 80 18.066740 17.8707200 406.3 18.00724 0.7034879 17.06304 5.114521
## 81 13.954260 27.2727300 430.1 18.53630 0.7128780 15.39080 5.356665
## 82 23.481480 38.7632000 374.8 17.30696 0.6596234 9.69093 6.471126
## 83 26.019850 35.0400000 359.5 19.29090 0.7440426 17.84709 5.237887
## 84 22.588240 33.5320400 387.9 17.62913 0.6829103 15.26547 6.234633
## 85 18.412440 22.7080400 478.8 17.56787 0.6969756 12.53495 5.771451
## 86 16.212340 21.9116300 426.3 17.59510 0.7177138 19.07492 5.829787
## 87 11.712710 29.7413800 352.5 17.78840 0.7516838 13.96458 5.069882
## 88 22.591840 40.5105400 338.2 18.10436 0.7401886 14.67743 4.942133
## 89 16.240430 23.2276700 452.1 17.91270 0.7409008 18.48126 4.243561
## 90 22.059300 39.3442600 430.0 17.87952 0.7018208 14.87759 3.230616
## 91 6.976744 11.3402100 397.3 17.68986 0.7018920 13.83749 3.810395
## 92 18.402780 38.3512500 342.6 17.44616 0.6598759 6.36098 3.677414
## 93 14.764490 27.4092600 267.8 20.36944 0.7367837 10.30357 2.221940
## 94 8.627859 14.9532700 360.0 18.52925 0.7365579 11.41285 3.102268
## 95 19.085710 37.1702600 388.9 19.52347 0.7129161 8.65274 3.085229
## 96 15.345700 23.3601800 365.6 19.61558 0.7664477 13.25706 3.001106
## 97 13.604240 -0.3115265 301.0 21.01505 0.7457351 17.57336 1.741727
## 98 16.616050 28.1437100 398.3 19.36518 0.7360621 13.79460 3.602470
## 99 16.132540 23.5294100 326.9 19.74344 0.7191871 10.65238 2.439651
## 100 23.252200 40.1069500 254.8 19.07637 0.7284150 14.35298 3.174603
## 101 21.576760 34.2939500 394.4 18.47401 0.7182637 9.64887 5.029888
## 102 26.896550 44.6009400 281.2 18.51671 0.6896933 6.87875 4.970326
## 103 23.094430 28.9340100 250.1 18.32824 0.7343010 11.47926 2.484129
## 104 25.699300 42.8571400 355.8 19.46702 0.7285489 15.34888 3.304966
## 105 14.825170 11.5304000 254.2 21.18218 0.7454107 8.50351 5.044946
## 106 17.409670 22.1458000 238.1 18.54285 0.7313395 12.76396 1.882493
## 107 19.861830 24.3564400 438.8 19.67620 0.7388382 10.72545 2.854996
## 108 26.058870 23.4636900 264.3 18.90387 0.7322563 8.19795 4.162812
## 109 15.718420 10.8225100 334.5 18.91184 0.6914326 10.37369 2.038505
## 110 6.097561 28.4403700 256.2 22.11083 0.7640403 24.56164 3.248615
## 111 20.042190 11.1111100 383.2 19.66172 0.7667233 8.44081 5.193649
## 112 22.268910 40.2684600 353.8 18.24582 0.7025831 6.41997 4.658622
## 113 9.286676 20.1101900 367.9 18.39293 0.7143510 8.04015 3.079938
## 114 13.959610 25.4335300 357.7 19.39616 0.7483200 13.59614 2.848423
## 115 22.265930 35.4085600 364.0 18.83444 0.6683127 3.83860 3.403041
## 116 18.613140 20.8413000 319.5 19.33384 0.6994246 9.24324 2.729754
## 117 29.222010 41.3407800 197.2 20.22696 0.7931495 6.80762 2.501975
## 118 22.064320 37.3134300 323.6 18.29668 0.7138810 9.40675 3.785910
## 119 28.137180 31.5136500 451.6 19.42427 0.7562558 11.87565 4.173315
## 120 14.159290 42.4528300 319.0 18.21825 0.6641419 11.67641 4.725211
## 121 38.828970 47.1698100 288.8 19.19535 0.7098056 6.43672 2.208764
## 122 26.582280 59.4202900 321.7 18.75982 0.7318833 12.09887 2.462549
## 123 9.027778 17.9331300 282.8 21.33761 0.7313533 19.80552 3.060444
## 124 20.094690 27.4980600 351.1 19.91822 0.7736279 11.72109 4.076237
## 125 14.257500 22.8402400 349.0 19.50052 0.7596366 11.06086 3.334105
## 126 16.764130 20.3036100 427.2 19.00032 0.7541996 15.03406 3.260099
## 127 18.335780 27.5258200 332.2 18.39240 0.7308236 13.67540 3.699880
## 128 17.005110 23.9379600 329.9 19.42309 0.7640757 8.30695 3.428735
## 129 22.974990 30.6919600 335.5 19.99272 0.7737498 7.98308 3.688246
## 130 20.410290 28.1690100 328.3 19.58654 0.7591964 13.30634 3.157479
## 131 22.701220 35.5447900 294.5 18.88671 0.7428172 12.05954 3.095036
## 132 16.719580 24.6554400 335.4 19.10758 0.7647520 11.18496 3.254393
## 133 17.040010 25.3030300 378.2 19.79335 0.7668273 11.25496 3.524933
## 134 18.920810 26.5651400 361.0 19.30354 0.7522058 10.90608 2.843971
## 135 17.315700 23.2249200 335.2 18.89159 0.7454517 13.63464 3.816794
## 136 17.165880 22.4796900 295.7 18.36415 0.7333050 15.76341 4.726381
## 137 17.856500 29.0868100 362.9 19.37882 0.7526893 9.02711 3.662133
## 138 21.934280 29.3059100 303.4 18.75024 0.7518080 11.89946 3.297718
## 139 15.601460 23.6514500 344.0 19.28295 0.7511153 10.87393 3.211472
## 140 22.915210 33.3333300 392.6 18.83912 0.7500024 13.72016 4.507833
## 141 18.459450 25.2856400 329.2 19.22578 0.7660231 9.49923 1.964754
## 142 22.062800 38.8094100 382.7 18.53129 0.7274757 14.86470 3.996772
## 143 14.262560 26.3347300 306.3 19.85705 0.7692254 9.34858 2.869316
## 144 22.080800 30.2277400 318.7 19.41155 0.7613283 8.86474 3.098232
## 145 20.485000 31.8262400 345.5 18.76423 0.7361573 12.01940 5.488517
## 146 18.663590 28.5538700 365.0 19.60481 0.7601992 10.26441 2.673343
## 147 16.724360 24.8680400 404.1 19.76466 0.7749512 8.28470 2.509725
## 148 17.508950 23.9648700 414.9 19.05282 0.7506305 12.86739 4.165047
## 149 21.182760 31.2879300 347.6 19.39728 0.7668975 12.27617 2.727376
## 150 17.363340 22.0949300 339.4 18.97382 0.7576244 11.78820 4.113854
## X92326 X92327 X92441 X92488 X92718 X92724 X92725
## 1 11.563521 5.458915 79.54972 322.2365 1541.9865 1865.1044 990.8466
## 2 16.729088 6.392784 67.92926 344.5005 1726.5198 1844.1540 1104.5737
## 3 12.841630 5.102213 75.11929 274.1084 1589.5296 1537.2435 889.0310
## 4 11.919738 4.999267 79.39772 252.2346 1451.5462 1520.7671 768.6420
## 5 8.784055 5.899045 73.56341 256.5460 1269.8824 1571.5221 724.7926
## 6 12.766517 6.136465 69.63752 283.5221 1401.7497 1654.1991 1041.6560
## 7 8.385179 5.201503 79.71152 236.8331 1471.7973 1368.6995 953.2803
## 8 19.542021 9.581325 57.39771 336.5760 1566.0419 1478.9593 1089.1168
## 9 14.133535 6.849899 75.13126 414.3028 1706.5876 1685.2722 1203.8442
## 10 12.691728 13.016251 67.20523 343.0756 1779.1623 1889.4769 1102.5902
## 11 6.762976 7.838019 77.58394 198.2427 1464.4456 1418.4808 762.5682
## 12 9.251611 5.075608 77.05553 306.4637 1606.9647 1640.6912 791.4427
## 13 15.278917 4.183571 77.78928 234.7347 1587.2360 1499.3511 790.6270
## 14 7.320937 4.856478 84.14137 212.8481 1390.9040 1312.8542 700.3223
## 15 8.416692 5.065903 76.02032 256.4294 1427.6606 1556.6660 893.6102
## 16 13.148335 5.931092 61.34458 300.0102 1710.0935 1491.3440 959.2379
## 17 6.683777 3.585551 84.42308 165.9857 1054.4303 1199.6756 618.8113
## 18 21.661753 6.576308 74.05916 330.8155 1606.8741 1669.0168 982.6517
## 19 11.762937 5.732116 69.54933 217.3184 1420.6623 1367.9758 678.0504
## 20 13.797961 5.920302 70.91732 246.5040 1320.0301 1586.8107 950.6281
## 21 12.038677 6.869418 67.37986 317.2970 1550.6941 1741.3314 1192.0217
## 22 10.529034 3.275019 74.22848 203.0049 1187.9005 1344.8434 598.7699
## 23 8.616010 4.017060 77.48288 265.3315 1248.0418 1471.5680 833.8010
## 24 8.706312 3.934540 85.24240 201.9489 1171.3036 1322.2195 740.8538
## 25 7.073717 2.682292 82.21793 196.6419 1171.6089 1317.8781 664.6981
## 26 13.731281 5.496296 78.59126 256.5043 1324.5450 1443.4401 858.4744
## 27 18.882987 7.748100 65.30959 249.8262 1399.4236 1407.4110 826.7171
## 28 14.344065 5.601003 65.79019 248.8242 1278.4098 1436.9405 584.6212
## 29 14.073964 4.400192 94.27513 190.0620 1184.9718 1432.7761 635.4141
## 30 16.953986 3.912131 82.68853 217.3377 1332.4147 1437.7122 828.6170
## 31 20.807571 8.839817 67.57490 274.2836 1376.6045 1453.1372 825.9900
## 32 9.637335 6.627260 62.36494 250.1875 1355.8538 1487.1295 766.8396
## 33 11.611354 7.327670 80.43422 230.2260 1331.3716 1331.8931 909.4818
## 34 9.179449 5.053744 79.45498 236.8657 1520.2655 1568.7088 931.0112
## 35 9.453384 5.137842 78.32543 238.7369 1307.1379 1584.5629 959.8719
## 36 16.783296 4.118072 78.10297 184.1652 1137.3661 1235.0747 601.9369
## 37 11.887026 3.994465 82.73823 188.0299 1146.7522 1303.0906 726.8520
## 38 21.503499 5.155306 77.80244 262.3305 1316.1803 1423.6993 896.1655
## 39 11.230998 4.540650 58.48895 272.3981 1432.8597 1481.7902 830.2579
## 40 8.224614 3.693294 89.23852 182.9457 1084.3913 1180.4425 670.8507
## 41 13.679073 3.207084 84.44191 162.1878 1245.5675 1288.4936 670.3614
## 42 8.641454 3.982835 78.66602 234.4421 1308.6130 1537.3401 941.3176
## 43 19.084752 5.541765 82.59264 261.3994 1284.3359 1499.1715 664.9510
## 44 19.030440 4.320606 72.00954 276.6540 1508.0193 1561.7501 866.1219
## 45 13.765974 5.214562 73.86221 296.7341 1408.8343 1534.2487 971.7862
## 46 11.276495 14.501545 57.14084 235.8156 1668.9643 1317.2037 633.0594
## 47 11.634187 5.419571 74.17214 261.1457 1444.0100 1550.9518 924.4592
## 48 7.791663 3.641632 79.36897 204.6797 1229.4304 1274.5166 772.8469
## 49 12.348679 3.403650 79.25394 228.2342 1301.8605 1375.4578 763.9066
## 50 12.014996 5.424977 81.17696 202.9541 1331.0107 1305.0327 766.3876
## 51 9.019229 4.302943 64.62543 228.0507 1501.3983 1345.7817 760.2288
## 52 13.020177 3.136337 77.93571 185.5053 1276.8140 1346.4329 686.7760
## 53 9.324055 6.953304 68.67020 224.9472 1205.5736 1259.2991 693.4598
## 54 8.407766 4.616876 82.31977 181.5123 1102.9843 1267.3073 742.6855
## 55 13.661303 5.224444 77.38799 240.7332 1298.2472 1382.2586 707.9324
## 56 17.973467 4.589203 62.15562 291.9122 1430.3830 1389.7900 1015.3648
## 57 15.144253 11.500766 64.80906 266.1321 1487.3387 1529.3379 810.7525
## 58 18.704431 7.715704 56.95429 402.0496 1866.6934 1770.6678 1159.4171
## 59 10.011688 9.628057 65.23663 315.5791 1609.8082 1621.6500 908.2871
## 60 11.667571 10.381695 52.89502 314.4584 1611.9292 1493.8724 856.0990
## 61 25.060395 5.567958 55.44354 325.0352 1460.5692 1577.4367 1053.4916
## 62 11.630565 6.471622 72.79885 236.0144 1314.8974 1383.7589 721.1013
## 63 12.673979 9.812700 65.85648 323.5801 1615.4271 1611.7573 1027.0165
## 64 10.910868 3.997495 80.98210 242.4350 1410.4581 1454.6227 738.7743
## 65 21.901803 5.507612 62.42767 267.7245 1630.3722 1480.4883 959.9212
## 66 14.309333 7.626341 57.66938 315.6409 1473.1497 1877.7713 1064.1845
## 67 17.888800 7.256132 65.37079 340.0042 1443.9225 1714.6840 936.9189
## 68 15.153643 5.731688 61.75971 289.3250 1373.4408 1523.3602 1073.3425
## 69 12.284535 6.279853 70.38882 256.2883 1256.0239 1588.0220 735.2288
## 70 14.235822 5.462955 77.14286 261.2212 1319.6051 1514.8487 887.8771
## 71 9.542619 7.865760 65.80835 246.8393 1473.1673 1478.6689 977.2366
## 72 12.816568 4.613658 74.18617 272.7606 1417.0252 1684.6054 969.9975
## 73 11.796537 5.186711 68.46960 256.5961 1452.2793 1562.3252 992.2524
## 74 15.016647 3.631475 84.78464 236.9100 1447.1559 1474.8552 641.7850
## 75 16.939046 5.397190 80.67817 290.6608 1414.8356 1625.7210 916.6855
## 76 16.479776 4.763687 80.01647 293.9786 1445.6233 1706.4095 860.9745
## 77 11.769268 5.720908 78.26648 286.3555 1358.4268 1748.3375 1068.4917
## 78 13.540291 6.034604 71.63022 298.0609 1436.7408 1775.0845 1000.7845
## 79 18.153512 6.002404 73.85394 286.4931 1428.3284 1447.5343 836.2392
## 80 16.615657 5.972534 69.31911 289.2474 1411.8461 1511.9880 788.8969
## 81 12.520923 4.324509 77.35724 261.7288 1330.8602 1465.4853 829.3353
## 82 20.597703 6.688107 74.55029 322.7694 1543.0029 1601.6643 990.7127
## 83 7.001913 5.015961 83.70043 202.9864 1281.3037 1401.4406 684.1077
## 84 11.661273 5.083065 76.58523 293.8488 1571.1044 1569.9338 893.8379
## 85 21.256000 4.656734 71.55745 308.5005 1582.7072 1496.8955 759.4392
## 86 10.703454 4.818028 60.18060 275.0981 1638.6641 1451.4012 917.8495
## 87 11.315395 4.666667 70.66276 237.6752 1572.8068 1573.1316 830.0972
## 88 9.749805 5.000332 67.48760 235.7077 1543.6657 1455.7876 805.8529
## 89 12.838933 5.575890 68.87110 281.1404 1601.1393 1483.3691 768.7597
## 90 10.183275 4.865931 71.19847 263.8679 1403.0997 1487.5427 965.5980
## 91 14.788466 5.434478 76.84231 296.1583 1537.2613 1597.6859 807.5282
## 92 15.254023 3.887944 71.37272 267.6547 1367.6985 1689.4533 982.3723
## 93 9.752959 4.839313 75.89927 167.0347 1307.6658 1070.8322 592.1809
## 94 16.788280 4.166970 85.64368 207.1605 1321.0161 1567.8101 701.6654
## 95 7.468153 4.061685 65.40311 214.0684 1490.4606 1154.5128 651.3833
## 96 5.686679 4.495281 82.59633 174.9706 1243.9313 1299.1462 689.5874
## 97 15.649514 7.211204 70.04472 201.2838 981.2478 1109.7302 587.0502
## 98 14.611684 4.260536 71.53117 202.1806 1229.1914 1197.6103 732.2258
## 99 13.716915 4.383730 69.32282 222.6476 1322.6966 1082.4699 675.9450
## 100 9.415612 4.800808 69.53074 203.0308 1531.6412 1306.5120 707.4728
## 101 12.786035 5.664401 77.77915 256.2737 1289.1361 1384.1566 690.9938
## 102 14.456280 7.009759 77.12000 311.0326 1332.3982 1372.6308 707.0254
## 103 12.318100 4.976591 75.77873 265.7506 1314.6317 1463.0023 758.9000
## 104 11.808798 5.804469 70.97354 229.2398 1288.3100 1335.2859 654.0122
## 105 6.011351 4.338569 60.37011 165.2081 1122.6130 1077.1165 578.7074
## 106 9.840095 2.981199 79.53047 231.6553 1270.6909 1571.4374 802.1305
## 107 8.319888 4.962945 67.54286 203.4908 1274.2600 1168.9260 710.1497
## 108 14.496798 4.030398 74.29614 226.6721 1406.2227 1216.9005 763.3918
## 109 15.662962 6.285632 77.49510 275.3474 1300.9237 1362.1204 730.9372
## 110 12.145833 4.497483 73.38902 190.4389 919.8122 997.2625 495.7508
## 111 12.052208 3.378158 78.49571 187.3056 1339.5059 1196.5851 708.7275
## 112 13.326903 4.891704 78.25280 277.9162 1359.9143 1405.3208 764.4920
## 113 11.795483 5.854922 80.55819 264.9396 1283.4351 1428.0499 962.6122
## 114 13.126514 2.794258 77.46545 196.0125 1322.7116 1287.5740 654.6270
## 115 14.230843 6.036685 70.96356 227.9421 1324.9140 1317.8677 819.9694
## 116 11.839289 3.062004 79.11767 186.0541 1286.8654 1176.2236 775.0987
## 117 7.321848 2.895697 83.63852 175.9215 1120.1330 1197.8484 578.9286
## 118 24.481769 4.904783 84.13168 267.7924 1283.2812 1468.0692 697.0787
## 119 6.223908 2.832733 74.41300 176.8431 1270.1808 1270.0558 842.7275
## 120 18.708792 6.255629 68.91306 260.7144 1388.3629 1384.1336 775.3341
## 121 17.293614 3.584688 67.12535 229.0942 1210.2647 1172.6888 814.1536
## 122 12.282429 3.446951 74.16209 213.2160 1412.1933 1339.6772 703.4504
## 123 15.401102 4.902222 69.66780 185.3651 1047.8248 1014.3185 551.4975
## 124 8.735988 3.537841 82.77063 172.9244 1213.3490 1245.2716 651.1847
## 125 11.651285 6.236761 87.05398 183.7047 1263.8376 1342.9763 645.2676
## 126 12.055526 5.401639 70.94548 235.4749 1407.4834 1355.5539 733.3289
## 127 11.355790 5.868979 79.61884 222.2137 1430.2925 1444.7323 891.3148
## 128 13.453747 5.908025 82.10767 205.3528 1322.4744 1350.7307 662.8256
## 129 12.074322 4.729210 88.83135 191.5608 1228.4308 1250.0912 588.6420
## 130 10.679639 5.940081 86.86103 213.6573 1330.6227 1318.2365 684.7763
## 131 9.500811 4.496202 85.50946 200.0691 1301.8403 1397.5363 802.9658
## 132 10.432670 5.673322 79.92318 211.3669 1381.1493 1315.3373 746.2303
## 133 12.692733 4.118913 86.83377 181.1839 1167.1547 1318.0640 603.8924
## 134 6.268031 3.193830 84.55605 185.0162 1214.6014 1310.3322 783.3902
## 135 8.882342 5.053113 83.67879 216.6909 1271.6158 1451.0729 781.5725
## 136 13.275997 9.393827 65.99168 244.3543 1437.8665 1415.5796 868.2042
## 137 6.189242 4.256999 77.67335 188.9437 1301.1012 1300.0103 707.1318
## 138 13.409354 8.477883 75.99014 224.7127 1420.5575 1424.4133 699.0047
## 139 8.756559 4.476121 84.58949 209.1894 1331.0469 1326.4743 662.9192
## 140 12.966682 3.767039 75.73148 228.2036 1290.3929 1372.3802 823.8674
## 141 9.361116 4.121917 78.21465 201.4241 1427.8612 1282.3077 704.7028
## 142 13.249306 5.034161 79.90604 221.0599 1357.9862 1457.6961 820.2439
## 143 10.106954 3.713478 80.18037 175.8788 1085.3338 1238.5308 655.2670
## 144 9.279821 5.502801 80.36921 200.5417 1317.8819 1284.1396 673.9797
## 145 10.775584 6.732704 83.70456 223.3907 1363.5459 1430.7338 774.5292
## 146 9.661443 4.261523 82.96429 189.8660 1217.2166 1327.9326 632.7129
## 147 9.586485 3.395473 87.02604 167.6307 1171.2839 1257.3892 736.6825
## 148 13.400746 4.697537 78.40283 214.2314 1312.9740 1297.2103 677.9798
## 149 9.379329 4.369805 84.94972 198.0880 1278.1671 1314.2929 694.9990
## 150 10.290612 4.005668 78.22238 213.9436 1286.7630 1338.3414 776.0542
## X92901 X92949 X93190
## 1 11.800000 79.2 5.9000000
## 2 13.300000 80.3 7.9000000
## 3 11.100000 70.5 4.8000000
## 4 13.900000 90.2 8.0000000
## 5 12.400000 77.4 7.5000000
## 6 11.000000 69.6 6.4000000
## 7 11.100000 73.5 5.3000000
## 8 11.100000 74.4 6.8000000
## 9 13.600000 79.0 4.5000000
## 10 11.800000 77.1 5.3000000
## 11 6.700000 63.8 2.5000000
## 12 13.200000 71.2 5.4000000
## 13 9.400000 63.8 5.9000000
## 14 8.900000 62.2 3.8000000
## 15 10.000000 75.8 6.0000000
## 16 7.700000 85.4 4.5000000
## 17 4.661632 56.5 0.1590121
## 18 8.600000 84.2 5.7000000
## 19 5.200000 56.7 2.3000000
## 20 9.600000 62.7 4.7000000
## 21 7.800000 83.8 3.9000000
## 22 8.100000 61.8 3.9000000
## 23 9.600000 74.3 5.2000000
## 24 9.600000 64.7 4.7000000
## 25 5.600000 61.9 3.4000000
## 26 8.500000 57.3 4.1000000
## 27 9.300000 62.8 3.7000000
## 28 9.700000 68.9 5.5000000
## 29 7.800000 65.3 4.3000000
## 30 5.900000 62.7 2.8000000
## 31 9.300000 78.3 5.1000000
## 32 8.800000 64.1 5.1000000
## 33 11.500000 74.8 7.0000000
## 34 9.300000 65.3 5.4000000
## 35 9.500000 55.9 5.0000000
## 36 7.400000 61.7 3.3000000
## 37 6.500000 58.8 4.9000000
## 38 8.800000 67.4 5.5000000
## 39 6.300000 62.9 3.3000000
## 40 5.100000 71.0 2.1000000
## 41 5.100000 65.9 3.5000000
## 42 7.500000 65.0 4.3000000
## 43 10.700000 66.5 4.9000000
## 44 8.100000 70.1 4.8000000
## 45 8.700000 66.5 5.6000000
## 46 5.300000 69.0 2.5000000
## 47 8.100000 75.7 4.9000000
## 48 9.200000 70.8 5.1000000
## 49 10.400000 64.7 6.0000000
## 50 4.600000 70.6 1.8000000
## 51 6.300000 52.5 2.8000000
## 52 5.000000 65.0 2.3000000
## 53 11.400000 60.9 7.4000000
## 54 6.700000 58.3 3.5000000
## 55 9.700000 69.4 4.8000000
## 56 10.600000 77.2 6.1000000
## 57 11.900000 86.1 7.4000000
## 58 7.700000 77.3 3.6000000
## 59 11.500000 80.1 6.5000000
## 60 10.100000 67.0 5.4000000
## 61 11.200000 83.9 6.8000000
## 62 10.100000 71.5 5.4000000
## 63 8.200000 79.2 4.2000000
## 64 9.500000 74.5 5.8000000
## 65 11.400000 71.7 4.9000000
## 66 9.900000 69.9 5.4000000
## 67 11.100000 69.9 5.8000000
## 68 11.300000 74.5 6.8000000
## 69 11.000000 67.7 6.4000000
## 70 12.600000 69.9 7.1000000
## 71 9.400000 68.6 4.5000000
## 72 9.800000 72.7 5.2000000
## 73 10.800000 82.9 4.9000000
## 74 9.300000 78.6 5.1000000
## 75 12.800000 76.8 7.4000000
## 76 11.900000 70.5 7.3000000
## 77 9.300000 74.2 5.6000000
## 78 11.200000 69.9 5.5000000
## 79 7.800000 67.1 4.3000000
## 80 10.900000 58.5 6.6000000
## 81 9.000000 65.4 4.6000000
## 82 7.200000 61.9 4.5000000
## 83 12.200000 61.6 6.5000000
## 84 10.600000 70.1 6.6000000
## 85 7.500000 73.3 5.6000000
## 86 9.100000 80.6 5.2000000
## 87 9.200000 65.5 5.1000000
## 88 9.500000 69.0 4.1000000
## 89 12.300000 73.6 6.4000000
## 90 8.900000 67.1 4.6000000
## 91 10.300000 76.0 5.0000000
## 92 3.700000 61.1 2.8000000
## 93 6.100000 73.1 4.1000000
## 94 6.000000 64.1 3.5000000
## 95 6.100000 76.7 4.4000000
## 96 7.100000 68.2 4.7000000
## 97 11.300000 86.4 7.7000000
## 98 7.900000 66.7 5.3000000
## 99 3.900000 75.7 1.6000000
## 100 7.600000 72.2 4.2000000
## 101 5.800000 64.4 3.1000000
## 102 4.900000 73.9 2.9000000
## 103 6.100000 68.5 3.2000000
## 104 7.600000 68.1 3.9000000
## 105 7.000000 61.6 4.7000000
## 106 7.000000 59.3 3.5000000
## 107 7.600000 66.7 4.1000000
## 108 4.500000 68.5 2.1000000
## 109 6.800000 88.1 3.8000000
## 110 14.800000 71.7 8.5000000
## 111 6.900000 61.9 3.0000000
## 112 5.500000 76.9 3.6000000
## 113 7.100000 73.1 4.5000000
## 114 7.000000 69.9 4.1000000
## 115 6.600000 70.6 6.1000000
## 116 7.800000 68.3 5.6000000
## 117 7.900000 69.1 5.4000000
## 118 9.000000 72.3 5.8000000
## 119 6.800000 75.9 5.0000000
## 120 9.500000 83.7 6.2000000
## 121 5.800000 69.9 4.1000000
## 122 6.300000 75.2 2.6000000
## 123 12.200000 78.2 8.1000000
## 124 7.100000 65.0 4.5000000
## 125 7.200000 61.0 3.9000000
## 126 9.500000 66.0 4.5000000
## 127 8.400000 70.6 4.6000000
## 128 5.600000 59.4 2.9000000
## 129 6.100000 57.7 2.6000000
## 130 8.700000 66.6 3.9000000
## 131 7.700000 61.1 4.2000000
## 132 8.400000 67.0 4.3000000
## 133 6.800000 63.8 3.6000000
## 134 7.600000 65.2 4.9000000
## 135 7.700000 61.7 3.8000000
## 136 10.200000 72.0 4.7000000
## 137 6.600000 70.0 3.8000000
## 138 7.800000 63.4 3.2000000
## 139 7.000000 62.6 2.3000000
## 140 8.900000 67.3 4.4000000
## 141 5.600000 65.9 2.9000000
## 142 9.300000 75.4 5.1000000
## 143 6.500000 66.9 3.1000000
## 144 5.900000 61.9 2.8000000
## 145 8.100000 66.1 4.5000000
## 146 7.000000 63.5 3.3000000
## 147 5.900000 65.2 3.3000000
## 148 7.800000 60.0 4.8000000
## 149 7.600000 65.6 4.1000000
## 150 8.400000 59.7 3.8000000
risk_factors_processed <- analyze_df(risk_factors_df, 'r')
## Warning: Setting row names on a tibble is deprecated.
## Warning: Setting row names on a tibble is deprecated.
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## NOTE: The following pairs of variables appear to have the same missingness pattern.
## Please verify whether they are in fact logically distinct variables.
## [,1] [,2]
## [1,] "212" "219"
## [2,] "212" "273"
## [3,] "212" "848"
## [4,] "212" "92588"
## [5,] "212" "93347"
## [6,] "219" "273"
## [7,] "219" "848"
## [8,] "219" "92588"
## [9,] "219" "93347"
## [10,] "273" "848"
## [11,] "273" "92588"
## [12,] "273" "93347"
## [13,] "848" "92588"
## [14,] "848" "93347"
## [15,] "20601" "20602"
## [16,] "20601" "90323"
## [17,] "20602" "90323"
## [18,] "92588" "93347"
## X113 X212 X219 X273 X848 X1203 X11001
## 1 405.5493 2.0150114 16.966167 4.322776 9.665652 106.80520 37.69724
## 2 415.2841 1.9273874 13.295664 3.662473 8.868799 103.34545 28.98014
## 3 338.7785 2.3519419 16.878039 4.418312 12.326427 93.28919 31.73525
## 4 308.5469 2.1308063 14.884770 3.766632 13.620183 86.14345 27.72703
## 5 295.9253 2.2129247 15.822966 3.903097 11.758834 77.68629 36.36580
## 6 380.3584 1.9922869 15.615140 4.114903 12.984712 105.32686 27.75465
## 7 265.8793 1.8139206 13.970170 3.571429 11.340801 65.55796 37.80393
## 8 389.0372 1.6725085 12.707201 3.547595 11.716252 94.23760 48.49726
## 9 449.9407 2.2126358 17.322564 4.381964 15.448434 96.53219 49.29170
## 10 474.7007 1.5951970 14.376162 3.717892 9.393352 119.61790 52.94159
## 11 247.8682 2.2775956 17.598126 4.788134 8.478325 69.75579 55.85093
## 12 327.6859 2.2852356 16.081004 3.846086 9.133836 91.34614 45.88266
## 13 294.0252 2.0941777 16.875737 4.343033 11.652299 81.87355 56.39894
## 14 220.9286 1.8946531 12.170545 3.066243 9.422959 53.85818 29.96327
## 15 287.4350 1.6755745 13.059330 3.086676 9.766759 75.66020 28.23282
## 16 305.8276 1.2008670 12.148106 2.463869 9.340931 83.21823 26.41771
## 17 181.0561 2.2706894 16.667546 3.562952 8.490785 44.18625 61.61904
## 18 387.7414 1.3669336 10.407311 2.494443 9.299766 86.28698 39.71932
## 19 225.2992 2.3336805 16.356595 3.518415 9.069072 51.05390 50.82695
## 20 306.0565 1.7979686 13.767793 3.064219 13.454868 77.79890 26.86207
## 21 382.3786 2.0772394 16.401150 3.554798 13.993337 104.38921 25.36213
## 22 197.0954 1.7588254 12.589360 2.759951 9.022317 55.66936 23.35790
## 23 289.1433 1.5310400 10.595570 2.249325 10.894734 72.84467 22.73561
## 24 215.1423 2.4185679 16.097160 3.590409 11.828395 53.10783 23.29824
## 25 199.0076 1.7947265 14.028267 2.932954 9.931334 56.98421 16.98732
## 26 309.2945 1.8426623 13.857792 3.614880 12.780298 78.07375 36.08342
## 27 271.1515 2.6059319 17.600419 4.057604 11.098077 68.98153 33.72865
## 28 255.7699 2.0633892 12.066508 3.431464 9.691880 69.02970 38.38481
## 29 224.0712 2.2990018 14.734272 3.888695 10.621665 53.33102 41.35951
## 30 274.4690 1.5178765 14.124419 2.777705 10.218144 64.03622 32.93988
## 31 282.8367 1.2812673 11.797631 2.455762 8.534377 76.71305 45.57738
## 32 277.7383 1.2444909 12.155539 2.482506 7.519455 78.34612 32.11155
## 33 294.7084 1.7799155 15.247004 3.181951 10.104089 68.40289 45.77183
## 34 340.9132 1.4963980 13.818708 2.490215 9.304475 88.34676 47.30013
## 35 326.8892 1.2535896 14.206100 2.629813 11.908180 84.17128 31.41282
## 36 231.4034 1.2945406 12.863071 2.343705 11.990029 47.07699 27.28361
## 37 215.2271 1.5274292 13.393527 2.487043 9.214912 56.10519 36.15511
## 38 280.1558 1.0768484 11.184923 1.766725 8.266087 68.68913 28.27272
## 39 298.4107 1.0707333 12.274123 2.523960 6.857424 80.27522 30.91099
## 40 192.6580 1.5709099 12.894771 2.569731 7.842718 48.62886 38.30163
## 41 166.3119 1.4350071 12.441551 2.322844 8.410405 36.85297 27.79702
## 42 268.2739 1.0777103 12.465974 2.301667 9.322597 76.73090 36.18289
## 43 287.8533 1.2962506 9.848612 2.203264 10.392424 81.72065 55.59947
## 44 324.3502 1.5259626 11.686323 2.677592 9.452305 85.94237 51.87459
## 45 334.3165 1.4561899 10.496939 2.247566 10.087564 89.67659 47.66146
## 46 251.0255 2.6054934 17.832816 3.915162 9.216016 57.94277 57.74825
## 47 343.4062 2.3443024 16.551899 4.617351 11.431420 83.68842 37.75567
## 48 220.0486 2.2155966 15.690072 3.490385 10.780491 54.97966 47.53032
## 49 266.6400 2.0604275 15.074576 3.518277 9.949796 67.31465 41.40306
## 50 225.8506 2.5634175 16.549236 3.737942 10.816980 51.37320 53.01238
## 51 246.5986 2.6739314 15.684372 4.045420 8.748623 59.08998 49.30425
## 52 212.2899 2.1226425 15.351597 3.374198 9.211875 56.72911 46.52202
## 53 223.9630 1.5265287 13.972933 2.927725 10.993722 57.13669 41.86067
## 54 214.7313 1.5977760 14.192699 2.972785 9.709759 55.35965 49.86792
## 55 276.8395 2.6048795 17.547415 4.653723 11.238532 70.69104 53.23774
## 56 318.3695 1.8340671 13.902358 3.160612 10.037717 77.90627 29.50830
## 57 318.2034 1.8729897 14.356809 3.316957 7.662249 74.76457 20.68933
## 58 482.3299 1.2668890 10.211699 2.350655 10.874226 120.84448 29.00323
## 59 365.5040 1.7601196 13.527506 3.187676 11.172448 93.32313 27.83170
## 60 374.6557 1.9379313 14.314373 3.617815 15.569766 96.18573 27.88691
## 61 404.4018 1.7001501 12.578022 3.208881 9.303711 95.29654 26.06255
## 62 252.3175 2.0480684 14.839355 3.741429 12.140551 73.78066 20.58742
## 63 404.5373 2.0441789 15.922127 3.844290 12.779140 97.46780 24.20342
## 64 250.3422 1.9425592 14.226949 3.379821 12.636535 80.22656 22.05997
## 65 344.1206 1.9989188 16.027079 4.116518 11.713386 86.39684 22.04872
## 66 435.3524 1.8287957 15.316008 4.205730 14.511894 109.26338 37.83758
## 67 430.5783 1.7734141 13.746496 3.343673 11.387119 111.69998 47.16933
## 68 345.9200 2.0386751 17.721670 4.398864 13.436642 87.18069 31.93635
## 69 264.9978 2.2469956 17.024560 4.225526 10.719445 77.47397 39.05118
## 70 307.8367 2.2676304 16.053657 3.892805 14.465896 70.18533 40.34561
## 71 333.9156 2.0935367 15.381486 4.375443 11.338267 83.41807 47.27507
## 72 346.6327 2.0255094 15.320373 3.560312 9.732493 98.49011 52.27074
## 73 325.4009 2.1017413 15.949357 3.979925 13.367248 84.14709 43.36072
## 74 279.4649 2.0036169 12.943079 3.492342 10.237744 73.74284 39.07906
## 75 383.3869 1.7694476 11.880267 2.885084 8.436318 101.66233 36.20314
## 76 331.5385 2.4990974 15.487840 4.172039 10.422220 101.89895 29.30943
## 77 383.3795 2.2056063 15.866875 4.472939 11.826353 100.22536 29.26838
## 78 386.8458 2.1997469 16.815020 4.681865 10.941056 107.70419 30.17113
## 79 281.6660 1.4008924 12.123592 2.728248 9.162743 79.63184 40.36367
## 80 283.2403 1.4518422 12.826547 2.352277 9.251749 77.96191 33.02993
## 81 265.5828 2.0885643 18.041358 4.100631 11.747135 75.37292 31.07044
## 82 326.0977 1.6177891 15.430715 3.564443 8.625746 84.04952 38.33068
## 83 205.9347 1.8822873 14.930634 3.228646 9.020988 57.56605 25.76599
## 84 301.0078 1.7727586 15.265862 3.850690 10.514541 87.14545 33.70541
## 85 292.8320 1.7451278 14.521918 3.200174 10.024529 76.91096 31.52247
## 86 336.2025 1.6663641 13.272171 3.147767 10.474980 82.73329 34.92702
## 87 310.5998 1.8715328 13.774318 3.545298 12.841538 77.40619 37.14882
## 88 286.9251 1.7626545 13.757028 3.485280 10.950098 75.05492 35.22993
## 89 311.7484 1.6624237 12.350315 2.926997 9.348389 81.98863 42.37684
## 90 338.4667 2.1108682 15.240585 3.877985 10.842440 84.66983 40.83925
## 91 355.4315 2.2753145 16.178792 3.869517 11.404958 95.17812 30.26893
## 92 346.5798 0.9046008 11.514306 1.794297 6.288649 101.01694 26.25907
## 93 193.1253 1.2746795 11.807675 2.463172 6.879405 48.55049 27.20212
## 94 251.6256 1.4934686 13.605573 2.600723 6.518177 75.71952 18.63223
## 95 192.1328 1.1059325 12.199087 2.083359 6.124033 60.13946 31.75799
## 96 214.1716 1.4759386 13.440725 2.790017 9.125345 53.09918 28.08474
## 97 199.2195 0.8975111 9.452087 1.470029 7.805150 54.46863 41.60613
## 98 214.6522 1.2347130 12.467859 2.205684 6.594049 58.28563 23.21935
## 99 200.6349 0.9660085 12.471188 2.429699 5.511685 56.82057 30.54893
## 100 214.6775 1.1885444 13.188295 2.328812 7.856231 63.04400 27.19843
## 101 284.2411 1.0976439 12.336056 1.974608 6.489672 87.07738 23.64413
## 102 302.1267 0.8602290 9.179891 1.506375 9.819641 80.73870 40.25780
## 103 301.2725 0.9275773 8.569464 1.512626 6.454723 88.91878 43.64178
## 104 228.9424 0.8971078 10.402981 1.601049 7.014820 69.46619 33.81383
## 105 149.2446 1.3291087 13.337764 2.768581 6.144972 44.71086 21.31107
## 106 254.8238 1.5457481 13.916358 2.671820 7.698644 75.91828 28.81151
## 107 213.3429 1.1697161 12.518812 2.282756 7.728527 57.21943 26.00876
## 108 228.8982 1.0193469 11.668311 2.299550 6.062763 61.29710 32.18151
## 109 290.2178 0.9495448 8.993955 1.489376 9.162868 81.74575 42.37501
## 110 189.3113 1.1039923 9.146091 1.735270 8.477622 56.67967 50.17871
## 111 201.7191 1.0471750 10.314996 2.040280 7.558588 59.44857 22.45212
## 112 280.4692 0.9064869 9.392482 1.213889 7.841804 82.28786 44.05745
## 113 310.7163 1.1083586 11.568665 1.662996 8.206224 80.40803 26.76454
## 114 211.4869 1.0069426 10.571779 1.945443 7.285696 50.16283 22.57635
## 115 254.3134 0.7522455 10.402648 1.751313 5.375174 68.76621 29.50854
## 116 184.1001 1.0553136 11.802202 2.421907 5.501418 56.93786 22.89864
## 117 189.9722 1.1194603 9.977372 1.864913 6.625036 49.02126 27.66578
## 118 286.2391 0.9165136 10.629609 1.359868 7.760018 86.38521 34.22588
## 119 223.0527 1.3316907 12.583597 2.539208 9.073220 61.95045 18.65194
## 120 326.1233 0.7190985 7.482261 1.546694 7.273570 99.40803 41.86839
## 121 250.4771 0.9190108 10.954113 1.855811 6.769785 69.20520 24.31120
## 122 246.1367 0.8048697 8.124122 1.337906 6.756573 64.69927 33.17812
## 123 197.0177 0.9645963 8.099484 1.618806 5.707216 60.24635 79.62288
## 124 189.7233 1.5421992 12.549846 3.107391 5.790547 48.00984 41.58412
## 125 218.8082 1.4893463 12.768710 2.820329 8.919935 53.76907 52.74793
## 126 252.7555 2.4873225 16.308640 4.572216 11.911544 65.09447 57.00427
## 127 268.5713 2.2607319 16.397336 3.881690 11.497051 71.31263 39.69999
## 128 210.4565 2.4484801 15.967445 3.890126 9.771850 53.72623 48.36308
## 129 201.1536 2.6576926 17.541130 4.709591 9.762100 51.53275 58.55931
## 130 232.3688 2.3485705 17.001855 3.718885 12.581981 57.42758 66.96303
## 131 259.9589 1.7576613 15.106066 3.160005 9.202654 64.90821 51.28346
## 132 219.5487 1.9595517 14.145421 3.252142 9.355797 55.93832 45.25802
## 133 209.5147 1.9710280 15.003249 3.175932 10.890292 56.86784 53.37815
## 134 222.8091 1.5831337 13.016807 2.673693 9.227934 60.26894 36.09926
## 135 262.8256 1.8233892 14.768579 2.980967 10.355363 64.61807 50.41856
## 136 299.5141 2.0548767 14.933480 3.877962 11.770571 76.85422 54.65313
## 137 220.6549 1.8178709 14.970073 3.041613 11.480275 56.16380 33.26152
## 138 270.9885 2.2814817 16.549000 4.208358 10.847869 70.49383 59.29916
## 139 238.6179 2.2142425 15.847477 3.694173 9.435495 62.49870 45.19300
## 140 274.3465 1.6723677 14.300002 3.031414 12.311263 65.73337 42.59665
## 141 226.9870 2.4466870 16.218977 4.217254 9.801760 55.42750 69.50619
## 142 264.5867 2.0338825 14.880949 3.720882 9.681869 68.39331 40.46090
## 143 188.4091 1.7248270 12.388302 2.381561 10.326318 50.89654 49.08001
## 144 223.5572 2.3206883 16.600187 3.810732 11.665552 51.75870 34.99889
## 145 239.5806 2.0905146 15.945134 3.606684 10.448735 63.98292 29.89278
## 146 220.2915 2.0217491 15.487002 3.637888 10.480586 57.94481 36.03244
## 147 197.2783 1.6099013 13.123801 2.623811 8.914592 50.46261 50.12888
## 148 216.1075 1.9030648 15.298825 2.957300 9.556328 59.41667 62.55318
## 149 221.9743 2.0797338 15.310661 3.555086 10.237556 56.81089 55.93026
## 150 230.2817 2.1946494 16.298579 3.443025 11.986594 54.57600 38.78952
## X20601 X20602 X30101 X90323 X90804 X91163 X91164
## 1 29.16667 40.46083 3.849518 24.05530 37.691757 18.900514 29.85888
## 2 28.77951 38.19911 4.179286 22.98658 30.013737 23.972482 22.43323
## 3 27.32673 37.69598 3.953899 22.29039 23.296926 13.715924 20.74719
## 4 22.99331 37.58127 3.958410 21.49978 17.330572 13.246954 20.60674
## 5 23.82579 33.62599 3.690285 21.24671 18.225197 17.710234 22.63947
## 6 25.56441 38.97325 4.498545 23.42733 15.794461 17.043401 18.23816
## 7 25.83436 32.85534 4.330782 19.52763 16.817605 13.915328 19.82787
## 8 23.62966 34.62247 4.042362 21.63904 41.657383 11.715159 15.75809
## 9 27.09424 37.84530 3.660369 22.58287 40.527644 21.977695 17.92047
## 10 28.63836 37.92208 4.861617 23.57143 36.185639 19.251394 24.52098
## 11 15.04342 29.68092 4.211468 15.47261 20.560578 11.108040 20.96561
## 12 25.45080 35.10581 4.500460 21.05263 35.878535 17.522059 22.87268
## 13 26.03520 36.59188 4.326997 22.80983 18.974532 13.970620 19.47390
## 14 24.07211 31.77874 4.171597 17.40781 15.336953 20.961976 23.60060
## 15 22.39615 36.78052 5.655259 22.96015 16.267284 17.090877 20.22260
## 16 21.45838 38.08354 5.718150 23.47554 14.242415 13.275987 20.82671
## 17 18.43575 28.99408 5.008420 15.68047 5.098659 10.256914 28.64902
## 18 26.71382 40.78294 5.605209 24.83202 17.104298 20.466174 20.82660
## 19 23.95437 34.60444 4.085255 18.72510 22.027587 15.720050 19.22687
## 20 22.66082 38.04665 4.053275 21.52575 8.476811 15.484644 21.16303
## 21 19.17601 37.14859 4.423347 23.59438 16.949595 15.653482 16.19957
## 22 21.92691 25.05605 4.650265 12.89238 4.286418 17.047132 19.51330
## 23 21.67206 34.48354 5.092505 20.49943 10.236744 17.415858 22.18278
## 24 20.40640 26.94129 4.301032 15.05682 11.329075 13.947278 21.96272
## 25 18.37567 30.51153 5.100578 17.03890 3.880657 12.214099 16.59384
## 26 24.39649 33.23989 4.221353 18.58230 12.133497 13.508199 16.13434
## 27 26.33122 34.25294 3.988619 20.43882 10.393930 13.815002 20.49893
## 28 20.70031 33.94137 5.088158 17.32899 20.953159 17.581502 23.01442
## 29 20.17968 27.57660 5.032190 15.94708 13.737636 14.791631 22.77259
## 30 23.14884 34.25278 5.429069 20.41993 9.755365 16.481071 19.88976
## 31 20.92624 32.79939 5.286376 20.74752 19.560344 12.873170 12.77309
## 32 21.86120 39.96188 6.201791 24.65057 21.432468 16.252228 18.04686
## 33 22.72727 32.49059 5.517450 18.61216 14.411991 10.121580 25.71999
## 34 22.66776 39.49543 6.137330 25.61983 26.371540 11.329825 22.40267
## 35 23.35456 34.02062 6.317752 20.55205 22.956976 16.725058 20.50069
## 36 21.21631 33.10345 5.624997 17.93103 2.679385 12.201831 19.12873
## 37 20.41049 28.65204 5.198972 15.54859 8.428860 16.826474 19.49428
## 38 22.30415 34.32494 5.962194 20.59497 3.985612 15.127757 22.39153
## 39 22.32219 41.04842 6.431334 26.78809 14.986292 12.493714 17.47448
## 40 17.10700 30.84746 5.766049 14.77966 11.058766 14.438399 19.05061
## 41 16.15422 26.12360 5.745307 13.93258 15.652974 22.810612 19.92478
## 42 22.76657 34.47187 5.835132 20.95293 10.425640 16.527717 20.06005
## 43 18.14753 25.84800 5.765307 14.12623 19.028382 13.764659 22.40278
## 44 24.47068 36.16715 6.325137 21.70989 31.959361 12.460511 23.86452
## 45 23.32155 37.37535 5.783558 21.89868 25.915560 17.243344 25.06953
## 46 23.33333 33.36079 4.874366 20.01647 33.244681 16.424205 17.78656
## 47 25.00000 37.05722 3.437442 22.77929 22.416917 13.377263 18.54060
## 48 21.60926 30.22409 3.839478 16.55462 14.471924 14.965717 19.06918
## 49 19.79894 31.89205 3.821804 18.31109 14.614624 14.637389 19.46582
## 50 23.06814 30.43478 3.676630 15.95497 12.156810 16.575854 22.00408
## 51 24.25339 29.90598 3.358463 16.60332 11.675795 13.915626 20.98616
## 52 20.74755 28.15801 4.739629 15.25137 15.732659 11.981696 20.29587
## 53 21.08006 34.25532 5.565549 20.69149 10.656643 17.007172 20.29547
## 54 19.29008 29.54699 5.601474 16.49763 14.107746 12.795700 27.39064
## 55 24.07950 35.72627 3.243535 20.73130 17.918509 11.116507 17.80936
## 56 22.19035 36.17021 4.341128 20.79787 21.239492 17.703594 21.01933
## 57 21.22363 34.19875 4.261231 20.50134 13.894920 13.740942 19.22426
## 58 24.79873 40.81164 4.469276 26.29403 15.379363 19.704028 23.67577
## 59 23.16911 36.26565 4.320519 23.36579 20.919972 18.646811 21.52715
## 60 24.30346 38.44307 4.186158 23.79973 16.656769 14.504735 20.75901
## 61 25.13930 36.90519 4.505145 22.70251 18.168605 18.319908 21.48565
## 62 22.16632 32.76783 4.185762 17.62488 11.364384 14.837190 19.88705
## 63 23.39181 37.00318 4.401402 21.22417 16.583623 14.673149 17.69030
## 64 20.00000 30.71010 4.231900 16.43485 12.865220 15.521802 20.06712
## 65 26.31288 36.22642 4.100924 21.10305 16.515095 14.904769 15.85026
## 66 29.61730 39.90610 4.611227 24.53052 24.027460 21.881339 22.24829
## 67 25.86974 38.82991 4.628328 22.88231 33.116193 17.652517 22.06463
## 68 28.55755 38.12332 4.330325 22.62735 28.856460 16.219652 21.24870
## 69 24.24885 36.53069 3.825458 21.46270 24.706173 14.089395 19.39892
## 70 24.96486 35.61953 3.859754 21.56365 18.864261 15.285330 21.58947
## 71 18.04161 32.06193 3.806901 18.69335 38.902646 18.022910 20.66714
## 72 24.49263 34.56938 4.254609 21.91986 27.260956 18.426849 22.99711
## 73 25.52524 36.13364 4.133530 22.77003 28.435204 15.053462 19.47930
## 74 22.70106 34.82024 3.812125 21.13848 27.562777 14.951406 24.17922
## 75 25.16854 38.89503 3.668918 24.56722 31.960135 12.395229 19.82488
## 76 24.50846 33.89749 3.729689 20.93810 21.121652 13.315633 21.06224
## 77 24.27958 38.74919 3.826825 24.17795 20.379310 11.957628 16.06525
## 78 25.48127 40.90909 3.822297 25.01659 22.765686 16.329024 16.47778
## 79 23.51495 40.29443 5.558159 25.57288 26.493231 17.465995 20.32215
## 80 23.15498 37.90303 5.501351 23.52941 18.339503 15.826936 19.19657
## 81 24.57113 39.75833 4.959084 25.87681 13.677795 20.319419 25.36914
## 82 24.23621 42.26997 5.694568 28.16441 21.284078 18.984459 19.01341
## 83 18.18552 30.07181 5.354173 16.29264 15.518692 11.679609 20.52823
## 84 23.86303 41.13577 5.524100 25.59816 20.273010 19.862979 24.56930
## 85 27.59362 42.88932 4.902575 27.63835 22.566854 20.561161 22.08594
## 86 23.00705 38.59874 4.270636 24.32934 26.679980 18.187501 18.35995
## 87 25.34302 35.39860 3.970671 20.77654 21.182816 16.467947 23.68775
## 88 21.24724 34.72089 4.092609 20.44888 28.561657 14.850107 21.12695
## 89 22.52645 34.09260 4.542375 19.93068 26.975264 17.486333 18.81333
## 90 23.87844 35.53765 4.130296 20.50570 23.245002 14.641840 19.27982
## 91 22.51388 36.78571 3.609810 22.90816 20.750802 21.131243 16.96639
## 92 25.64841 44.49635 6.763412 29.66423 13.607455 17.941184 19.99379
## 93 20.00477 33.14692 6.332353 18.20031 11.044029 8.510367 17.95464
## 94 23.36864 36.59517 6.241200 21.78284 11.936498 14.880826 18.80231
## 95 28.54478 43.30144 6.499347 27.72461 12.102201 15.472647 17.59381
## 96 19.74939 28.18476 5.848963 14.97499 10.662118 13.393097 18.21264
## 97 21.19253 36.07764 6.709916 21.68675 12.336446 11.648977 17.45306
## 98 21.89701 37.91196 6.157356 23.64600 9.861622 14.744602 22.06447
## 99 21.78649 37.68539 6.459180 23.80258 9.923141 13.538811 22.47691
## 100 24.91220 41.12127 6.465453 25.45717 9.723284 11.866884 16.65815
## 101 25.70567 40.35194 6.482227 25.12136 6.540115 17.211065 21.29914
## 102 24.64953 40.15779 6.878071 25.40434 10.988947 16.790057 24.86465
## 103 22.30047 37.54072 6.737113 21.49837 12.477774 12.894322 21.11556
## 104 22.13571 37.82785 6.672205 24.78759 14.084938 10.710056 20.66358
## 105 18.73958 34.36107 6.097073 19.98514 10.367462 10.342642 22.57050
## 106 24.38563 37.26115 6.135870 22.75301 12.100515 20.255671 24.15075
## 107 20.73045 37.55359 6.121550 22.03487 14.954698 7.454028 16.72043
## 108 21.23995 37.42086 6.386169 22.49250 9.863650 7.900846 18.55073
## 109 21.35330 38.43788 6.903478 23.43173 9.939370 16.724683 22.75605
## 110 20.55800 36.70886 6.909325 21.09705 2.584046 9.638695 19.58642
## 111 13.92061 26.37168 6.121539 15.51622 6.768648 15.783571 17.68359
## 112 23.83600 39.52991 6.744216 24.64387 9.407946 14.186274 19.87599
## 113 17.55814 37.87781 6.535559 24.01929 10.260176 17.583879 24.15720
## 114 18.52008 35.91034 6.420887 21.72919 10.970669 13.436265 19.37058
## 115 22.77802 43.24748 7.029011 27.36842 12.554439 14.262883 17.28825
## 116 21.45046 40.19139 6.689138 24.98671 8.318816 12.320876 27.05220
## 117 15.97415 21.71336 6.185945 11.36853 3.275225 15.353147 18.48874
## 118 25.43831 39.81224 6.737521 24.47844 9.767420 17.521754 18.70515
## 119 17.93188 33.19003 6.050673 19.00258 13.473137 14.422388 18.28349
## 120 20.78686 42.07705 6.832730 26.96817 6.033414 11.838317 14.68781
## 121 22.40773 40.44796 6.895010 24.83531 13.336297 16.340119 21.32266
## 122 18.82012 32.28719 6.533523 18.78762 5.248028 7.949539 25.82622
## 123 18.87661 39.96569 6.927961 24.44254 13.423494 12.756287 19.01180
## 124 18.55970 28.51604 5.671393 15.19210 9.504334 12.731500 20.39643
## 125 17.47973 28.43540 5.357085 15.13709 14.241673 12.214148 19.43564
## 126 26.02121 35.25409 3.108667 20.22114 25.204994 13.315151 20.69424
## 127 23.87713 33.00823 4.498879 18.72071 16.276443 16.945492 20.10203
## 128 21.25054 27.66355 3.796817 14.47879 14.941806 13.616076 19.98757
## 129 20.86541 29.49062 4.512746 16.08579 20.282370 12.792986 19.33780
## 130 23.32577 29.58105 5.246240 15.91621 23.850376 16.378460 22.83863
## 131 21.11405 32.17110 5.557653 17.92612 18.757540 13.244024 21.52875
## 132 23.75076 32.10891 4.744203 17.75415 17.352645 13.282458 20.39043
## 133 22.43035 30.63350 5.304101 17.20422 17.269849 13.024620 19.45401
## 134 19.28670 28.64129 5.762683 15.24982 15.349965 13.414983 20.75838
## 135 20.67616 33.23867 5.607310 18.82949 19.720821 14.948674 23.51511
## 136 22.66837 32.98783 3.796049 18.75147 34.055440 14.437524 20.30588
## 137 24.26872 32.71896 5.256426 18.38834 9.903087 14.254294 18.94778
## 138 24.55909 34.45537 4.742760 20.58705 17.856393 13.088795 18.18592
## 139 23.10172 32.54643 4.958658 18.22648 13.097025 13.960815 21.15233
## 140 22.00757 31.05686 5.282585 16.96539 17.332817 16.492781 21.64705
## 141 22.28818 31.61326 3.813145 17.11997 16.842978 14.961742 20.65785
## 142 22.47381 33.16838 5.014652 19.00554 17.345579 15.280985 22.84304
## 143 19.75412 29.65855 5.418846 16.15373 12.576474 12.600101 19.92272
## 144 22.06470 31.30002 4.322359 18.29981 11.719046 15.598807 19.39518
## 145 25.12083 34.50460 4.541868 19.87570 15.851363 16.284081 22.44714
## 146 20.48768 31.50685 5.310590 17.31507 13.808374 12.597381 20.32904
## 147 16.51426 26.36615 5.680989 13.88224 11.843498 13.809765 21.37941
## 148 22.31760 31.67310 5.012355 17.29218 23.135142 14.471424 21.04137
## 149 19.50885 28.33660 5.367132 15.10059 17.401973 13.388810 22.03979
## 150 22.40960 32.79986 4.474052 18.55102 15.215379 14.608718 19.82826
## X91414 X92443 X92527 X92588 X92904 X92937 X93014
## 1 1241.7445 20.1480 2.15 14.306897 42.5434434 143.64402 60.87246
## 2 1148.2176 19.7988 2.28 12.270773 40.7199283 121.47873 59.26146
## 3 881.3456 14.5444 2.32 11.778302 39.9558136 104.41196 64.67789
## 4 1082.6974 15.2141 2.16 13.506370 111.4407482 93.75692 62.48286
## 5 893.6714 15.2507 2.10 14.678228 43.4115706 117.68390 63.77485
## 6 1137.0412 15.7646 2.03 14.154314 43.8404209 68.06274 65.22919
## 7 892.9428 14.5275 2.26 9.919378 29.0642756 76.05557 69.69777
## 8 894.7592 20.7710 2.46 11.092254 28.8801305 128.11514 60.09320
## 9 1389.9823 23.2909 2.02 13.187552 41.1757978 192.88119 60.41197
## 10 1213.4462 24.3522 2.32 11.307810 53.0265479 137.36370 61.85369
## 11 809.1251 13.0507 2.36 11.731986 25.9137177 80.09136 68.88618
## 12 815.6663 22.2249 2.43 12.047324 34.5171435 118.26988 64.70272
## 13 841.3716 22.7503 2.18 11.427887 33.1424573 87.44616 59.91176
## 14 928.1588 10.4668 2.43 8.206498 26.7022697 98.80698 72.02557
## 15 1033.7617 20.4995 2.36 9.836153 19.0379707 104.17368 62.55776
## 16 982.3316 21.8580 2.53 8.039886 11.0054241 127.05351 60.33353
## 17 472.1819 9.9339 2.42 10.273950 3.9435805 63.12135 68.14868
## 18 1134.1046 21.7525 2.37 8.338410 12.3263342 115.82471 65.28066
## 19 646.2821 13.4378 2.48 10.203360 36.0172162 55.03313 71.05082
## 20 795.3525 17.0531 2.22 10.704547 26.6568925 74.95279 55.41581
## 21 1218.1280 20.6177 2.05 14.690883 26.5401969 119.90742 54.13074
## 22 696.3643 15.3360 2.58 7.983094 36.8473415 70.32156 72.35273
## 23 1006.0442 11.2996 2.63 7.985496 30.1133101 111.64498 74.26738
## 24 827.5369 11.7369 2.47 9.012783 30.1709183 66.29707 73.31302
## 25 806.9629 12.0283 2.39 9.279286 23.7551187 51.92299 70.18167
## 26 802.7834 20.9915 2.25 10.613955 28.7123151 74.55667 67.56209
## 27 987.4331 15.1911 2.47 9.394265 35.9749203 120.31523 67.07286
## 28 1048.7726 14.0070 2.47 7.384592 47.6793017 109.20111 67.41162
## 29 779.6137 15.4227 2.41 8.662894 45.4289794 97.26266 73.45853
## 30 902.8320 19.2749 2.35 11.322308 26.3730467 61.63143 67.94950
## 31 823.6978 20.4866 2.56 10.047630 23.8710961 82.43157 61.07734
## 32 920.6554 19.1292 2.56 10.090427 11.7675439 88.64156 59.85220
## 33 720.4605 19.6875 2.38 8.462383 20.2409946 119.70933 63.44960
## 34 750.8588 22.1753 2.28 9.847819 0.5115955 84.52257 59.54045
## 35 673.6153 20.1117 2.17 10.644604 20.4704100 86.49162 65.81901
## 36 623.2595 16.2049 2.43 8.313087 24.8862344 36.43296 72.22488
## 37 584.1950 16.2496 2.43 7.649235 27.2935696 50.72817 73.62507
## 38 695.1934 17.3567 2.60 6.844420 24.8121367 109.43572 68.72477
## 39 857.3168 20.8926 2.62 8.650343 16.1072096 77.46844 54.72232
## 40 608.3926 13.4673 2.75 6.032803 27.8727516 68.52103 70.74188
## 41 504.7774 10.3970 2.63 6.710150 18.6896833 33.31301 71.23622
## 42 875.2671 16.5148 2.50 8.810824 18.4668617 67.88945 64.12166
## 43 698.9762 20.4772 2.74 5.528315 39.4894398 122.03105 78.01849
## 44 746.0255 16.1084 2.41 9.251627 32.4987074 115.74240 66.61367
## 45 951.4884 19.1075 2.24 8.730127 29.8910925 106.40466 65.22956
## 46 633.9519 13.6357 2.13 10.161613 58.6959296 95.61123 68.08926
## 47 869.4230 13.2263 2.19 14.048523 42.1022632 96.76055 66.73249
## 48 784.0944 17.0186 2.44 8.855648 37.0118524 87.39133 69.17481
## 49 794.5059 14.1057 2.32 11.241520 24.3460647 74.04955 68.43492
## 50 785.6137 14.4825 2.23 10.759424 17.6104782 75.13196 68.24575
## 51 902.9109 17.5842 2.56 11.236290 32.3064357 74.08290 68.98964
## 52 672.5986 14.8539 2.46 9.001175 25.5552024 60.85155 69.25613
## 53 733.5545 17.2609 2.44 10.187219 23.4015880 81.13516 64.30116
## 54 638.5300 16.9796 2.14 10.304756 10.7978534 63.55082 70.84849
## 55 1078.5959 13.3888 2.29 13.195969 48.1969943 85.44655 67.24301
## 56 901.9423 17.0694 2.41 12.103735 39.7313771 112.68048 60.28444
## 57 771.9471 18.8646 2.40 10.965128 21.1177314 118.41642 63.58395
## 58 1026.1085 22.3619 2.53 7.762831 35.9847555 144.55562 65.05769
## 59 882.0542 18.8533 2.35 12.604224 34.3646421 95.29430 61.38681
## 60 901.8712 20.1496 2.40 12.040381 45.2704912 103.30481 60.76680
## 61 1047.0788 23.5784 2.35 12.104079 44.1216804 106.59395 65.56150
## 62 942.6226 16.9807 2.38 8.434003 48.8951771 117.52193 72.21269
## 63 985.0703 18.6905 2.24 10.508977 40.0592877 109.61585 63.58383
## 64 778.8393 14.8267 2.57 9.117076 47.5014250 114.42927 67.70502
## 65 954.2988 14.9412 2.17 12.243705 37.0694244 107.48501 63.35061
## 66 1238.5666 19.1989 2.06 12.950051 35.6909167 50.54403 61.20977
## 67 1195.5214 16.6572 2.33 11.903972 28.2895435 116.04974 62.65006
## 68 1128.9622 17.8985 2.13 11.682461 67.7941911 97.07204 57.77604
## 69 1001.4347 12.5152 2.31 10.751006 35.3313840 91.76291 61.44105
## 70 1159.8775 18.7497 2.28 11.366672 44.2209896 87.25079 67.48629
## 71 978.4317 18.9900 2.18 15.255054 27.5449573 97.54334 60.90470
## 72 966.0212 19.4614 2.01 14.003225 26.8779740 95.66547 67.43935
## 73 827.1757 18.5998 2.12 13.899086 20.8398458 98.43504 57.97443
## 74 863.9334 19.7715 2.35 9.386100 18.4047027 117.07338 63.76883
## 75 1062.3734 17.6087 2.40 10.037987 36.2602123 115.23798 66.46987
## 76 1279.3569 16.5317 2.36 12.590769 57.1056931 103.57890 60.90048
## 77 1317.4639 19.4122 2.24 13.945912 88.8198068 102.86406 61.22371
## 78 1247.5731 25.0772 2.17 13.300986 76.0203354 95.70622 61.46396
## 79 899.7050 16.9990 2.49 9.934405 9.0484431 96.06305 62.36874
## 80 956.7336 19.3940 2.36 9.343580 27.1568478 83.57338 59.30660
## 81 904.9464 16.7283 2.25 15.279860 32.5287257 81.69754 59.91370
## 82 877.5667 18.8714 2.30 12.557220 21.9018957 114.29690 54.19466
## 83 794.8576 11.8558 2.31 8.511559 32.1381662 54.31416 64.00633
## 84 927.1667 15.4144 2.21 14.005830 9.8343889 93.73644 58.96862
## 85 1068.6075 15.7639 2.36 11.628785 19.8054663 95.65709 55.91670
## 86 940.5077 22.5271 2.45 12.410633 30.3519897 110.38426 63.67958
## 87 828.0092 17.2826 2.24 11.288896 37.0317619 105.12306 63.66417
## 88 830.1572 20.2129 2.40 10.885351 14.5491099 109.73969 60.97789
## 89 878.8422 17.0429 2.31 10.129670 30.4403172 126.04401 66.43456
## 90 1047.2117 17.1695 2.09 12.804512 25.8727431 119.50063 60.01783
## 91 1308.4846 18.8694 2.30 12.809561 57.3770492 99.24940 63.24712
## 92 724.4752 22.5094 2.53 13.324766 9.4523915 97.83453 53.33610
## 93 626.5955 22.0857 2.69 6.637967 15.0834979 74.15014 59.83450
## 94 759.0784 13.2212 2.30 10.600336 16.0891800 81.71263 61.46267
## 95 703.3946 22.5137 2.81 8.195036 9.3519920 94.77432 58.01612
## 96 566.1621 14.0879 2.58 7.614204 12.4600611 79.37051 73.71638
## 97 750.0910 21.5329 2.51 5.151938 9.5870711 140.51762 73.99151
## 98 663.7988 13.7990 2.44 8.412868 18.0946349 112.75396 64.21476
## 99 888.1164 16.8282 2.83 8.459177 15.8820914 83.59689 53.40514
## 100 664.8063 18.0641 2.76 9.170406 10.8129818 81.95358 60.12918
## 101 759.1160 20.1059 2.50 10.296568 10.6755694 85.97652 65.78860
## 102 743.8406 26.2248 2.73 9.564483 16.5866705 110.20331 73.97863
## 103 796.5149 14.1146 2.82 5.223416 18.8451681 109.88703 71.35652
## 104 752.3099 19.9714 2.86 8.910424 23.7894418 95.31249 67.52360
## 105 707.9917 12.9755 2.87 7.300190 12.4047093 81.70366 54.52840
## 106 637.8592 14.6406 2.29 9.681895 11.8049817 95.94510 58.95417
## 107 735.9929 12.1749 2.42 7.415867 15.3464229 87.46455 60.78201
## 108 811.2484 14.9321 2.65 9.263532 21.6398916 69.28546 56.79196
## 109 978.8658 24.8021 2.64 6.622462 20.8697886 133.46605 68.23035
## 110 602.8411 16.0466 3.26 5.167206 15.9515074 64.02459 68.22070
## 111 566.7196 17.3494 2.75 5.478721 13.9135274 80.01977 65.10002
## 112 754.8583 18.9545 2.64 6.484563 10.4309005 98.36086 71.13794
## 113 748.8287 15.1649 2.61 8.316951 15.3325731 118.17780 64.90165
## 114 697.7062 15.1046 2.56 5.263728 15.3333612 82.05783 68.31257
## 115 849.2762 25.1080 2.83 10.477909 6.1263717 112.23414 62.50377
## 116 570.1905 16.5872 2.72 8.383515 6.8095538 78.14233 59.82379
## 117 631.2980 12.5675 2.58 4.198167 26.4278373 63.53798 72.75612
## 118 740.2124 15.1467 2.63 8.446542 9.2391081 112.05204 69.02250
## 119 740.2091 13.7163 2.49 7.643821 17.9774038 90.34290 59.51468
## 120 611.7486 25.7416 2.71 6.985886 19.5895979 124.64130 66.33487
## 121 632.7065 22.1328 2.63 7.655118 9.8440699 110.81263 66.39798
## 122 741.5925 17.4422 2.71 5.244032 10.5387404 98.03136 71.74831
## 123 641.0969 15.3275 2.98 5.148362 19.2604006 198.89238 66.68422
## 124 661.0172 10.9241 2.65 6.411759 20.3186825 53.26466 69.58768
## 125 751.7953 16.1839 2.36 8.093201 38.8034943 59.39189 71.11678
## 126 820.5590 16.2615 2.23 10.618822 46.8213869 95.20481 69.53266
## 127 874.7221 17.0508 2.17 11.676958 31.1122855 83.48252 67.98175
## 128 738.4895 13.8992 2.40 9.356106 32.4296569 62.85101 73.93428
## 129 655.0065 13.6648 2.46 8.834506 29.4677286 65.26900 68.84414
## 130 722.2509 12.9110 2.42 8.285262 27.4825944 74.47672 66.82926
## 131 727.5707 15.7058 2.31 9.031112 17.8349250 69.48552 65.95294
## 132 722.7119 15.1309 2.43 9.490714 26.9604666 66.57594 69.16897
## 133 613.7965 15.9706 2.27 9.358718 22.9631143 62.47511 69.94401
## 134 710.3076 14.6417 2.43 8.470898 18.8023627 70.83686 68.46478
## 135 672.8640 17.5708 2.29 9.340940 23.9894680 75.74383 67.84129
## 136 798.2742 17.2046 2.38 10.250749 34.1777876 108.20985 65.25293
## 137 675.3356 12.1336 2.36 8.956840 14.6730281 65.57819 66.24096
## 138 744.0976 17.9568 2.32 11.945629 18.7302704 82.97836 63.10523
## 139 814.7842 16.1578 2.33 10.392939 22.3118114 77.01861 66.49385
## 140 855.4749 18.7405 2.29 10.204351 25.7342170 73.62904 63.63289
## 141 772.2615 17.6562 2.36 11.143075 33.4883312 86.27913 69.42506
## 142 832.4200 14.7319 2.32 12.098466 44.0167691 78.23906 66.43030
## 143 616.5554 10.6293 2.55 8.456048 27.4347168 62.89813 70.11418
## 144 810.8718 15.0163 2.45 9.408058 45.8139715 60.74493 68.34457
## 145 884.9488 16.0285 2.25 10.731227 20.3763865 72.31171 64.92458
## 146 682.0846 16.3614 2.27 10.483772 27.0032790 73.39082 67.17430
## 147 638.1712 13.4766 2.34 5.981881 29.7256174 57.52392 70.26298
## 148 755.1131 15.5411 2.32 9.217840 50.4795558 68.70996 65.92088
## 149 680.2700 15.3340 2.34 8.498336 19.4828794 67.11750 68.32516
## 150 766.4933 15.6895 2.33 11.184225 29.6569862 72.64247 67.17499
## X93077 X93085 X93088 X93347
## 1 49.58657 16.989247 71.02202 76.84424
## 2 56.26699 17.800245 65.36954 79.00343
## 3 54.10005 17.800245 67.73371 81.72549
## 4 56.84676 16.989247 65.86614 81.68173
## 5 51.55788 16.161616 65.00521 85.93372
## 6 51.46090 17.125382 61.11047 95.28133
## 7 52.48466 8.755534 65.71350 83.30159
## 8 58.45464 14.473045 66.44678 82.31910
## 9 51.86922 26.032110 63.52415 79.42958
## 10 47.11531 20.397539 70.04098 85.20605
## 11 53.50868 13.935812 67.35670 82.78039
## 12 57.52913 22.083805 72.49828 83.96074
## 13 59.85141 19.220945 69.98312 87.37420
## 14 57.32171 10.392688 60.44155 71.30728
## 15 57.65164 16.176198 65.09059 80.64440
## 16 50.82399 11.625076 56.27478 82.98432
## 17 62.03097 11.834831 60.16246 73.76888
## 18 52.64542 17.157336 61.61255 75.19424
## 19 68.51627 14.055986 62.79048 70.10941
## 20 54.83859 17.244797 65.56551 85.62974
## 21 54.78775 18.164852 66.00851 88.86865
## 22 62.81603 7.522124 53.69920 66.46856
## 23 64.49146 10.185961 55.21443 73.68595
## 24 62.77543 10.876623 55.09970 73.71220
## 25 59.06534 8.532110 60.10012 80.46712
## 26 55.17262 10.897677 67.02584 78.80025
## 27 61.64087 14.527742 61.95270 71.04526
## 28 62.74163 10.373134 55.92557 66.09436
## 29 62.78233 10.373134 63.76612 74.87214
## 30 53.69852 11.221945 64.07146 97.46051
## 31 57.17949 11.475236 62.54980 82.72793
## 32 47.80419 11.471322 64.02663 75.85065
## 33 58.38698 10.794897 58.51611 75.29312
## 34 51.32524 11.261479 69.39683 81.63081
## 35 54.46578 17.381616 64.57284 89.08875
## 36 54.48200 7.163121 61.90452 81.32086
## 37 56.14745 6.905675 62.71948 67.26319
## 38 54.07586 6.330548 59.15902 68.06921
## 39 49.38657 7.016770 61.90557 88.37777
## 40 60.44388 5.506031 57.86169 66.10214
## 41 65.73875 4.100719 55.03461 67.70668
## 42 54.94750 11.762789 65.59678 78.02459
## 43 66.88266 5.511212 48.26821 60.70291
## 44 59.54363 12.650086 64.07340 78.77706
## 45 55.58205 14.364641 62.69735 76.23350
## 46 67.35605 14.505119 64.11929 68.59667
## 47 57.12900 18.215159 67.70083 86.10471
## 48 62.01899 11.421595 59.37160 75.37847
## 49 54.84270 12.319906 59.12616 79.92736
## 50 65.39726 13.059196 70.31353 71.44032
## 51 64.16298 13.535685 64.30863 65.94546
## 52 62.83618 9.995362 62.22051 75.64786
## 53 61.29777 8.496732 60.18318 77.38692
## 54 57.04901 8.496732 64.19229 79.42397
## 55 60.36989 13.366149 63.77345 82.92650
## 56 52.89966 14.603349 59.82688 87.89427
## 57 53.30290 11.967362 64.28171 84.32258
## 58 51.05293 10.728614 62.18479 77.16776
## 59 48.13882 14.059590 66.35353 88.08397
## 60 52.51096 15.925395 68.75233 87.01263
## 61 49.38856 12.394530 64.03683 80.92584
## 62 61.87634 10.021065 61.07538 75.41470
## 63 48.36599 15.808426 66.55971 84.62506
## 64 58.45241 6.669267 56.10332 79.34467
## 65 50.15908 15.495808 71.22494 86.86546
## 66 54.13136 17.039245 74.94747 86.62879
## 67 54.96308 13.664490 61.48036 76.45460
## 68 57.04608 15.043792 71.32321 84.23797
## 69 55.11582 13.550668 61.44360 75.32819
## 70 63.77474 13.535714 63.31321 79.56797
## 71 50.25680 16.838946 73.14041 82.37811
## 72 58.43695 15.613865 71.47417 87.14185
## 73 54.83004 19.893089 71.17335 81.19179
## 74 53.67779 12.034676 60.72505 77.25745
## 75 55.78378 15.057471 61.87965 82.55804
## 76 62.48076 11.267606 62.20392 84.50511
## 77 52.86102 19.899875 71.59263 80.41051
## 78 55.48138 17.825312 67.71494 81.29876
## 79 48.89004 8.202851 61.20805 80.39306
## 80 52.89829 11.761458 64.31441 75.80334
## 81 56.36598 14.382552 67.36232 82.82714
## 82 47.23044 9.821782 70.10819 84.44272
## 83 55.05598 10.715682 63.43728 80.73355
## 84 49.64729 13.222892 66.83781 86.78247
## 85 54.07516 17.721893 65.82698 73.64638
## 86 54.70890 14.359685 63.67659 85.06173
## 87 52.29233 13.475796 62.47214 72.65257
## 88 53.74137 12.621977 64.85203 77.19115
## 89 51.99616 10.469199 64.17350 77.16909
## 90 55.58534 17.743616 69.35245 83.61114
## 91 55.36282 15.057471 69.14441 80.05157
## 92 50.50091 7.813394 62.83629 85.90878
## 93 57.84396 3.521270 53.02675 73.72772
## 94 56.96788 7.969979 64.59009 80.81643
## 95 55.00208 3.169091 58.13990 77.47431
## 96 60.95323 4.939210 57.23521 66.13162
## 97 56.76643 3.397213 45.28977 56.27351
## 98 57.93689 6.848264 58.96499 66.43578
## 99 58.15763 3.443329 56.92551 79.03558
## 100 58.22651 7.488884 61.42507 81.66721
## 101 54.57326 8.755097 58.85606 78.58488
## 102 56.81649 4.987587 58.65973 61.19917
## 103 60.50704 2.892366 52.46832 56.43026
## 104 59.82248 6.044950 49.90789 64.50733
## 105 54.72958 3.437199 57.47274 89.13686
## 106 57.05673 7.178841 57.62042 76.51914
## 107 49.10536 6.485468 55.17234 82.61734
## 108 60.23190 5.826814 56.49799 84.06469
## 109 58.16950 5.207969 53.18736 63.73174
## 110 59.25270 2.944162 40.46807 54.30508
## 111 60.12631 4.579480 53.44509 75.70970
## 112 58.05802 3.576373 49.99019 58.81733
## 113 51.82822 5.392732 57.81368 64.67772
## 114 56.15459 3.886110 56.73117 75.09897
## 115 45.73279 5.034364 62.41057 80.88575
## 116 54.00880 3.544423 59.75122 79.16857
## 117 68.75997 3.882576 51.36760 55.53563
## 118 59.13786 4.045226 58.76660 66.20723
## 119 61.16284 6.540765 57.25831 83.17525
## 120 49.35963 3.672445 44.03146 80.53136
## 121 56.75886 5.815333 55.59521 65.81354
## 122 59.00123 2.908986 48.22791 60.86392
## 123 56.01325 2.015904 48.01272 57.78349
## 124 60.47603 7.428714 57.81337 76.03931
## 125 61.15867 11.475236 59.77577 76.28460
## 126 60.79280 13.720416 62.42455 78.02276
## 127 57.80803 15.429318 63.75866 83.12054
## 128 66.37680 11.529976 57.39524 71.02596
## 129 65.03199 10.373134 61.80995 70.68024
## 130 63.00604 11.824539 58.77207 69.41266
## 131 55.95924 10.602819 63.55643 76.60342
## 132 63.44484 10.934744 59.78475 77.90743
## 133 59.78755 8.703040 61.64857 76.26991
## 134 57.40997 7.131411 59.74077 73.10395
## 135 59.13388 14.436127 62.95264 76.54816
## 136 52.97803 13.916174 63.91417 78.18250
## 137 58.14716 9.497645 62.65348 79.36682
## 138 58.08479 16.659025 63.68992 84.17334
## 139 61.19778 13.470365 62.15268 75.47249
## 140 53.72936 13.145834 65.67792 80.12681
## 141 61.48363 11.724558 59.49672 71.41822
## 142 58.67740 14.695663 64.44097 80.86480
## 143 63.43714 7.755332 56.03666 67.18522
## 144 64.31796 11.565122 62.88012 73.26187
## 145 55.93221 13.002104 64.95508 83.92951
## 146 61.36995 10.598555 61.52401 71.55015
## 147 61.72070 6.210562 55.85214 70.16706
## 148 56.51027 10.136228 58.56249 74.01250
## 149 59.96161 8.891799 60.11605 78.29724
## 150 57.50408 12.480032 62.02302 80.13223
# Add imd to social determinants and recalc mean
soc_det_processed <- analyze_df(social_determinants_df, 's')
## Warning: Setting row names on a tibble is deprecated.
## Warning: Setting row names on a tibble is deprecated.
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## NOTE: The following pairs of variables appear to have the same missingness pattern.
## Please verify whether they are in fact logically distinct variables.
## [,1] [,2]
## [1,] "90244" "90245"
## [2,] "90244" "92447"
## [3,] "90244" "93085"
## [4,] "90245" "92447"
## [5,] "90245" "93085"
## [6,] "92447" "93085"
## X10501 X20101 X20401 X20601 X22304 X30311 X90244 X90245
## 1 4.558405 3.063457 34.9 29.16667 20.60 87.92354 6.269592 22.67442
## 2 6.400000 2.884615 36.5 28.77951 20.94 88.31230 3.383163 24.10959
## 3 7.627119 2.779923 31.6 27.32673 19.21 92.62244 4.576271 30.35714
## 4 6.557377 3.907455 27.7 22.99331 19.76 90.99882 4.142582 35.07109
## 5 6.318681 2.034884 24.1 23.82579 18.38 92.50204 3.720930 20.18349
## 6 5.150215 3.235294 26.2 25.56441 18.66 90.64399 7.605634 46.19883
## 7 3.172414 1.569620 16.9 25.83436 20.76 89.15344 8.255159 35.40373
## 8 5.782313 4.717499 20.3 23.62966 17.95 87.84057 10.245902 60.47297
## 9 6.463878 5.299861 34.6 27.09424 23.36 87.98024 4.632153 31.70732
## 10 6.155508 2.752000 30.6 28.63836 21.29 87.62289 7.371795 29.35484
## 11 3.634752 2.070004 14.4 15.04342 19.44 89.96236 4.914934 27.27273
## 12 7.106599 1.938712 33.1 25.45080 23.55 95.76980 5.227882 27.17391
## 13 3.958692 2.760524 18.8 26.03520 22.36 89.24680 5.233380 35.05747
## 14 4.973357 2.417962 14.8 24.07211 24.20 89.31019 5.523810 30.33175
## 15 4.819277 3.279833 26.0 22.39615 19.99 83.82086 6.998158 36.99187
## 16 6.259781 4.789878 24.0 21.45838 22.52 88.26691 7.261029 26.35379
## 17 2.127660 2.302632 4.7 18.43575 22.30 90.09901 5.990394 30.66212
## 18 5.835010 3.019868 26.9 26.71382 22.31 80.31725 6.316537 43.52518
## 19 4.506066 1.796778 14.5 23.95437 19.01 90.37915 8.053691 27.82609
## 20 7.911392 3.100775 19.5 22.66082 20.81 88.30898 7.024030 39.05579
## 21 3.962704 3.646185 28.6 19.17601 20.11 90.69890 1.989683 19.20732
## 22 3.777336 2.751120 5.8 21.92691 21.53 91.37691 5.739130 39.06250
## 23 5.759599 2.779343 17.2 21.67206 21.47 86.24875 6.883365 31.44476
## 24 3.665689 2.892341 17.8 20.40640 19.33 92.72873 11.934901 36.86869
## 25 3.382664 2.306080 11.7 18.37567 17.01 93.35518 9.019608 48.68421
## 26 5.620609 3.149905 19.6 24.39649 22.56 94.11082 5.288462 26.31579
## 27 3.821656 2.435065 25.7 28.33789 23.20 93.86973 7.518797 38.07531
## 28 5.273438 3.277836 22.7 20.70031 19.98 90.55300 7.044199 31.61290
## 29 3.837953 3.264727 19.4 20.17968 18.44 94.39919 7.954545 36.17021
## 30 4.005168 2.991623 19.1 23.14884 18.62 90.32450 6.747405 37.50000
## 31 5.325444 2.812838 29.8 20.92624 17.65 88.57845 7.394767 42.21557
## 32 3.994674 3.959089 21.7 21.86120 20.45 81.66989 8.879781 31.34921
## 33 4.306220 2.425743 27.1 22.72727 20.61 89.62930 8.523909 38.69210
## 34 4.841402 2.119205 18.4 22.66776 21.21 86.82200 6.770833 36.05442
## 35 7.449857 2.719362 22.3 23.35456 21.83 86.01932 6.776181 41.17647
## 36 3.278689 2.457757 8.3 21.21631 20.73 88.73592 4.800000 22.90076
## 37 2.912621 1.895425 12.9 20.41049 21.56 87.88352 9.292035 43.95604
## 38 4.621849 3.054511 19.7 22.30415 18.58 81.90241 8.186196 44.80874
## 39 4.125737 3.451367 12.2 22.32219 26.81 81.13137 10.903427 29.85075
## 40 5.399061 2.295746 8.5 17.10700 20.97 82.97229 5.439331 25.00000
## 41 1.949318 2.171137 8.1 16.15422 14.88 89.28393 7.407407 32.39437
## 42 3.826267 3.144458 19.1 22.76657 19.89 89.51802 4.525862 30.95238
## 43 4.768392 2.400960 17.9 18.14753 25.50 84.68042 6.627517 36.60566
## 44 5.509182 2.968961 26.4 24.47068 23.12 91.16883 6.656805 41.17647
## 45 4.664723 2.822169 31.7 23.32155 18.42 92.05338 4.628331 30.45267
## 46 2.696629 1.895307 24.2 23.33333 20.41 81.11989 8.750000 39.00000
## 47 5.948174 3.114790 21.6 25.00000 18.96 95.51962 5.988024 30.76923
## 48 2.765774 2.362653 15.5 21.60926 17.69 92.59598 8.321965 31.95876
## 49 2.930403 2.412951 18.7 19.79894 13.94 91.08582 8.220859 31.15578
## 50 4.052574 2.374465 15.2 23.06814 21.47 88.40535 5.314010 23.94958
## 51 3.649237 2.958950 16.1 24.25339 16.99 91.12037 9.156453 41.54461
## 52 4.407200 2.101220 12.9 20.74755 22.53 89.10857 11.586453 33.70787
## 53 5.442177 2.811245 14.7 21.08006 15.66 90.02636 5.681818 24.35233
## 54 3.082192 2.688728 15.0 19.29008 19.67 90.85052 8.409091 35.04673
## 55 5.032619 2.846832 21.0 24.07950 19.47 91.35514 4.872647 22.43902
## 56 4.784240 3.711527 19.6 22.19035 22.21 91.26237 4.513064 32.87037
## 57 3.709199 2.921914 18.6 21.22363 22.73 88.32870 6.004141 38.49558
## 58 6.020279 3.430480 25.9 24.79873 16.46 85.59751 5.692233 33.67347
## 59 4.134929 3.859527 26.9 23.16911 21.54 91.18917 6.751055 48.66920
## 60 4.193139 4.378148 21.2 24.30346 21.35 94.10807 5.336427 48.19495
## 61 7.840440 3.089533 31.5 25.13930 21.41 92.01024 10.370370 58.43920
## 62 4.928131 2.282794 17.8 22.16632 19.82 89.24116 4.978038 31.81818
## 63 3.508772 3.293651 26.0 23.39181 22.67 90.23537 3.473054 19.68504
## 64 3.860072 2.533223 9.9 20.00000 18.78 93.10942 6.611570 44.89796
## 65 4.691812 2.305564 23.1 26.31288 20.63 92.49655 4.377432 41.58576
## 66 7.032590 2.557127 26.3 29.61730 25.42 84.24926 9.318996 48.90966
## 67 6.315104 2.909362 27.6 25.86974 23.81 86.75430 3.997066 37.31728
## 68 6.441224 2.356722 22.6 28.55755 18.52 90.14214 5.882353 35.82677
## 69 4.901961 2.885772 20.9 24.24885 23.79 87.29282 2.777778 28.31858
## 70 4.537367 2.479073 26.2 24.96486 18.86 93.78385 6.154748 43.74101
## 71 4.404145 3.013481 33.8 18.04161 23.47 95.31717 4.624277 43.18182
## 72 4.261364 3.061224 27.6 24.49263 21.59 86.97358 4.148784 45.86466
## 73 5.290456 2.357985 24.0 25.52524 26.78 90.13819 4.187947 31.50685
## 74 5.185185 3.113035 21.2 22.70106 21.85 87.94347 4.445423 33.78016
## 75 5.671296 4.200820 20.8 25.16854 21.17 88.99216 3.593272 16.92015
## 76 3.823529 2.022694 15.4 24.50846 18.94 93.48991 7.746479 22.13740
## 77 5.653021 2.354571 24.0 24.27958 22.26 95.26012 4.117647 38.27751
## 78 5.948718 3.234201 31.9 25.48127 21.17 91.84194 4.822044 19.52381
## 79 5.227917 3.799240 21.4 23.51495 19.04 81.64434 6.012066 41.52961
## 80 4.727921 2.900378 26.6 23.15498 21.51 83.28525 5.776173 31.80077
## 81 3.832442 3.701528 20.2 24.57113 14.40 92.99124 6.124722 42.51497
## 82 3.385632 3.744799 27.4 24.23621 15.39 86.90166 5.452563 43.22581
## 83 4.204993 2.615311 14.6 18.18552 17.40 88.83249 6.109980 34.78261
## 84 3.700097 4.188635 30.0 23.86303 25.06 89.51157 4.696673 29.16667
## 85 3.448276 3.235747 25.8 27.59362 13.95 87.15697 6.733668 24.07407
## 86 3.540277 4.006318 20.0 23.00705 18.68 93.06516 6.325301 49.77578
## 87 4.382470 2.813067 19.6 25.34302 20.03 93.07910 8.532934 39.69072
## 88 4.851229 3.278342 22.6 21.24724 18.58 93.83929 5.030960 49.46524
## 89 6.421612 3.498638 27.9 22.52645 21.86 88.24141 5.679801 36.15063
## 90 4.351768 3.204420 20.1 23.87844 21.38 92.60975 4.901337 35.68282
## 91 5.238095 2.992126 20.6 22.51388 20.98 88.65069 6.262425 30.35714
## 92 5.742821 3.774128 27.9 25.64841 17.69 78.63683 10.232558 41.43921
## 93 2.025783 2.634308 10.2 20.00477 18.83 76.03604 9.689214 36.06557
## 94 2.730375 2.412203 15.5 23.36864 19.52 85.24333 5.426357 44.09091
## 95 2.214022 3.070175 13.3 28.54478 18.67 82.70181 11.846154 48.49785
## 96 3.431840 2.664298 12.9 19.74939 20.96 87.55187 6.405694 36.12903
## 97 4.308390 3.127606 11.0 21.19253 26.84 71.46893 6.418219 35.93750
## 98 2.871500 3.314286 25.0 21.89701 25.35 66.96065 7.495430 40.29304
## 99 3.216912 3.068280 11.3 21.78649 23.06 78.67290 7.819905 31.72691
## 100 3.559871 3.402299 20.6 24.91220 16.86 75.18412 4.979253 32.56997
## 101 6.153846 3.189122 20.9 25.70567 21.69 84.42156 4.715128 52.27818
## 102 2.513228 2.446782 22.3 24.64953 20.47 69.74729 7.058824 33.96226
## 103 2.312139 2.683943 11.8 22.30047 28.85 75.74863 7.155026 35.00000
## 104 3.567036 2.749719 19.2 22.13571 20.25 70.17455 6.923077 33.96624
## 105 1.479655 3.107260 11.9 18.73958 14.85 82.55749 5.381166 37.17277
## 106 3.363229 2.697433 24.3 24.38563 18.86 85.25414 7.968127 43.06050
## 107 2.783300 2.874903 15.5 20.73045 21.34 80.10850 9.369952 43.27354
## 108 2.521008 3.546480 18.6 21.23995 22.57 79.51077 6.397306 51.38122
## 109 2.140078 3.009174 18.7 21.35330 21.17 75.24674 6.498952 38.09524
## 110 2.926829 2.889035 11.3 20.55800 30.47 68.68519 7.894737 39.03134
## 111 2.669405 2.100000 8.8 13.92061 19.02 80.66038 7.075472 28.86598
## 112 1.955990 2.481641 22.8 23.83600 23.80 86.04269 7.287449 36.30705
## 113 3.214696 3.032391 22.1 17.55814 20.95 87.73963 9.643329 35.88850
## 114 3.523490 2.885606 16.5 18.52008 20.59 66.65617 13.419913 53.55450
## 115 3.713528 3.563348 19.6 22.77802 20.46 68.87226 9.477521 42.45940
## 116 3.289474 3.880527 11.0 21.45046 19.24 78.06385 10.000000 41.14583
## 117 3.080569 1.771117 10.4 15.97415 21.53 72.89929 7.936508 31.01266
## 118 2.219482 3.094584 25.9 25.43831 25.63 81.84608 5.228758 38.31522
## 119 2.390999 2.231405 18.1 17.93188 18.94 82.08303 8.469055 46.96133
## 120 3.452528 4.299784 12.6 20.78686 21.38 82.30638 4.816327 30.28846
## 121 2.924634 3.410962 21.1 22.40773 20.86 72.83027 7.783019 53.48837
## 122 3.025210 2.055594 21.2 18.82012 17.97 80.48830 8.620690 40.13605
## 123 1.630435 2.705100 4.6 18.87661 23.68 67.16418 7.650273 30.60241
## 124 2.737430 2.557498 10.4 18.55970 18.20 91.64870 8.598726 30.96774
## 125 3.394124 2.491721 12.2 17.47973 21.20 88.73358 8.396947 31.17745
## 126 4.197080 2.670195 20.8 26.02121 19.01 94.96747 5.926947 34.48276
## 127 3.590945 2.407325 16.9 23.87713 21.03 92.93070 4.957806 23.39056
## 128 4.070939 2.568893 16.4 21.25054 20.65 90.33244 8.392157 28.18182
## 129 3.521127 2.591656 11.6 20.86541 16.54 93.69527 8.044554 46.53179
## 130 4.750869 2.699055 16.1 23.32577 19.42 89.68967 6.116775 28.30189
## 131 4.452467 2.227054 16.7 21.11405 18.63 89.44829 6.212534 49.39638
## 132 3.593117 2.358648 14.9 23.75076 18.24 90.04894 4.077094 21.01449
## 133 2.977487 2.127159 13.3 22.43035 20.06 87.87447 8.242950 36.64122
## 134 3.575103 2.500198 14.4 19.28670 18.60 91.75643 9.299098 37.53213
## 135 4.957746 2.488075 18.5 20.67616 19.67 86.63949 7.172996 40.41332
## 136 4.810997 3.069076 22.4 22.66837 21.73 84.56063 7.720365 52.93551
## 137 2.959136 2.622019 13.7 24.26872 19.59 93.79924 5.511811 34.69388
## 138 3.499803 2.411765 20.5 24.55909 17.12 85.22870 4.365307 32.81734
## 139 4.252199 2.451352 20.9 23.10172 17.76 91.60785 6.480118 30.24283
## 140 4.576752 2.449586 20.9 22.00757 17.27 91.37931 8.441116 33.99209
## 141 3.373894 2.035975 12.1 22.28818 19.23 88.05776 7.298475 28.40237
## 142 2.490706 2.414381 18.3 22.47381 21.64 89.11715 7.129367 33.94040
## 143 4.070981 1.948535 11.6 19.75412 22.05 90.75630 9.727385 41.15942
## 144 4.046563 2.196461 17.4 22.06470 19.36 91.45978 10.442478 38.18681
## 145 3.940168 2.170522 22.4 25.12083 15.99 90.54167 6.193182 33.67609
## 146 5.236271 2.415666 16.0 20.48768 16.99 90.03703 6.359300 27.12934
## 147 1.597542 1.975309 11.2 16.51426 20.11 81.71172 7.080350 43.81579
## 148 4.382470 2.380516 18.7 22.31760 17.76 90.85568 8.447730 37.70950
## 149 3.904555 2.119827 12.2 19.50885 20.60 90.29636 5.877193 28.09365
## 150 2.866593 2.341832 16.1 22.40960 15.64 92.21120 8.025682 42.10526
## X90282 X90631 X90638 X90809 X90820 X90832 X91116 X91126
## 1 20.1 63.51852 50.5 1688.1099 20.45028 148.17492 47.51701 10.3
## 2 16.4 54.06190 46.2 801.3752 32.07074 208.25147 48.90524 7.7
## 3 15.0 64.13043 40.6 505.0453 24.88071 204.39845 46.68538 6.8
## 4 16.5 62.75549 35.8 1255.0692 20.60228 138.39717 50.83321 5.4
## 5 11.7 66.66667 37.3 512.8449 26.43659 285.44244 50.46304 6.0
## 6 15.2 57.05368 42.0 1731.3956 30.36248 187.92283 49.43919 4.6
## 7 11.6 67.22689 41.6 597.5012 20.28848 147.08208 45.59331 3.7
## 8 13.3 61.08677 45.7 568.7341 42.60229 228.50925 60.81192 5.9
## 9 16.5 62.29698 35.7 417.5697 24.86874 184.45930 46.48980 5.8
## 10 14.6 59.61320 32.0 993.2619 32.79477 156.85408 38.56971 7.1
## 11 10.6 69.31754 40.6 648.4328 11.05972 140.38485 17.00205 3.6
## 12 17.0 63.18565 40.3 488.4340 22.94447 114.63664 32.86366 5.5
## 13 13.8 62.79070 47.3 549.5018 22.21072 144.15942 50.00885 5.1
## 14 9.0 68.04326 45.1 502.6158 15.85863 160.82155 28.53987 3.4
## 15 9.0 61.75276 33.8 802.5448 23.97968 74.03123 45.95134 4.7
## 16 11.7 58.52632 31.0 636.8437 38.65542 96.43349 100.00000 5.5
## 17 5.5 69.81982 31.1 607.8838 15.57692 96.87836 45.67784 2.7
## 18 13.6 62.21991 34.8 784.3192 25.94084 88.86420 42.37148 8.3
## 19 11.4 66.89320 23.2 392.7711 30.45067 186.74699 45.32483 3.1
## 20 16.8 65.15764 37.3 417.9130 29.08268 172.17391 47.17709 4.7
## 21 14.8 57.78807 38.1 566.1887 32.62014 103.36779 57.21464 5.9
## 22 8.9 67.40666 42.9 444.2613 25.77152 185.45230 49.35461 3.2
## 23 5.1 63.29919 29.1 551.6949 22.51712 139.50456 47.76187 4.0
## 24 9.6 70.35217 33.5 541.4594 14.75760 116.08624 50.25156 3.0
## 25 6.5 72.06478 32.6 567.3135 17.78207 133.78330 72.42257 3.6
## 26 9.1 61.39323 26.7 540.0127 21.40874 187.69816 41.48348 4.7
## 27 12.1 63.41789 34.4 582.7815 34.69041 190.39735 43.11044 3.9
## 28 9.8 68.37607 29.2 423.4408 22.84277 136.65032 47.72385 4.0
## 29 10.9 68.03594 41.6 446.7780 21.73305 171.83771 54.31954 2.9
## 30 12.5 63.99447 40.0 444.7554 17.31147 82.63361 46.27863 4.4
## 31 12.8 59.20000 33.2 784.8025 32.42510 124.03661 44.51987 5.0
## 32 9.5 61.62034 35.3 498.9192 37.63506 170.77389 45.93970 5.4
## 33 13.6 67.78761 44.9 532.9143 19.56578 99.52855 47.22028 4.6
## 34 13.5 66.96574 29.7 676.3256 20.54502 67.21434 54.50347 4.3
## 35 11.8 65.99889 29.5 650.3055 21.67457 155.88793 41.69785 4.4
## 36 5.3 68.86544 37.8 784.1690 24.05251 114.53296 49.54997 2.8
## 37 14.6 68.16817 44.1 565.4814 17.26177 106.24458 34.72445 2.2
## 38 11.1 63.11155 36.2 984.6302 22.19756 115.27378 50.12746 3.3
## 39 14.0 66.96721 22.7 589.9895 41.51105 134.87187 53.17934 3.8
## 40 8.9 68.90173 42.3 454.3646 28.96732 150.27624 37.28480 2.4
## 41 11.2 70.38591 34.5 659.7085 16.54364 90.58685 47.78769 2.4
## 42 11.3 66.43145 39.5 391.1323 21.33398 122.76786 49.38793 4.1
## 43 10.1 65.08172 34.4 700.2209 17.40736 135.32173 57.05688 4.8
## 44 6.2 63.81832 39.4 684.8146 25.01725 113.30194 34.95879 4.1
## 45 15.0 62.90107 34.8 635.5550 21.23747 175.45997 43.00360 4.4
## 46 15.3 66.51917 40.0 569.6203 23.98736 209.00795 52.15206 4.2
## 47 19.5 66.62078 51.0 486.6096 25.82786 228.54739 37.51366 5.6
## 48 8.3 67.62590 33.4 485.0374 27.00896 157.29906 48.87276 3.1
## 49 10.6 65.40168 47.6 551.8405 20.74606 145.19427 45.18047 3.8
## 50 14.1 62.20930 43.4 380.3936 18.82304 142.56876 43.67888 3.5
## 51 9.5 61.46518 28.9 531.7498 24.33021 119.44126 50.84707 3.0
## 52 7.7 64.17323 24.9 401.2506 22.06429 138.41074 47.03455 2.9
## 53 11.8 64.63519 31.0 533.2419 31.32980 97.66964 41.94185 4.2
## 54 8.5 66.45022 41.6 472.1670 17.68023 127.01568 50.11585 3.1
## 55 12.3 67.80259 44.7 898.0366 22.61201 155.75916 37.35608 5.0
## 56 15.6 59.85075 31.4 583.9645 37.84438 155.50843 38.68483 5.2
## 57 11.6 66.28849 26.2 664.2755 35.19094 239.12004 72.60681 4.0
## 58 15.9 59.92387 33.0 888.2398 43.04571 225.04445 42.25478 5.6
## 59 11.1 57.46432 31.9 749.8557 34.76337 274.73162 44.68736 6.0
## 60 15.7 59.39119 45.8 885.9335 47.10498 230.17903 46.26613 5.9
## 61 12.5 60.34884 37.4 879.8833 44.55646 215.53660 57.79408 4.6
## 62 11.3 64.01291 36.3 565.2697 27.20115 171.79122 42.87367 3.9
## 63 15.8 58.86571 33.3 717.0517 34.14352 228.33489 50.85812 4.7
## 64 11.3 68.82353 31.9 624.3379 19.01790 165.51907 50.13449 3.8
## 65 10.7 60.17039 28.2 956.8974 37.57233 134.30505 32.67494 3.8
## 66 17.8 61.88960 24.3 2132.9548 42.33062 203.64206 52.98811 4.5
## 67 16.3 59.04868 23.7 1712.7109 34.62921 162.70421 48.03284 5.9
## 68 17.2 61.93962 28.5 1154.5319 38.24029 178.30609 56.12454 4.4
## 69 15.5 64.81242 22.9 1357.3411 29.61118 133.47430 39.91220 4.8
## 70 17.2 62.57962 31.6 950.9074 33.91847 180.42589 41.30832 4.3
## 71 10.2 62.38968 33.5 692.6479 16.33549 100.88447 83.37831 5.3
## 72 14.6 62.65625 43.4 533.3822 22.76721 125.57555 47.87922 5.9
## 73 10.7 66.21118 37.3 689.9167 25.71700 111.89855 65.26864 5.0
## 74 12.1 63.89914 28.9 571.9022 13.10669 108.93375 36.19690 6.0
## 75 8.0 64.47288 44.5 910.8428 19.32183 150.91711 24.70002 6.9
## 76 15.1 67.46097 41.1 852.4563 19.98353 143.00135 49.82780 5.8
## 77 15.2 65.58140 31.7 1337.6593 21.73352 185.39977 32.44355 7.6
## 78 14.3 65.37468 39.9 1730.5128 28.36978 225.64103 44.46748 6.3
## 79 12.7 61.24791 28.3 713.8777 26.14606 132.76662 48.17893 8.1
## 80 11.8 61.65871 31.5 960.0101 30.68089 306.00268 46.49514 5.2
## 81 8.0 58.58586 41.0 469.1133 22.64276 115.25629 54.06953 6.0
## 82 8.5 59.61390 31.0 707.8886 25.44971 139.63566 50.65089 7.9
## 83 16.1 65.82985 21.5 546.5484 16.29957 155.16149 46.62007 3.8
## 84 17.2 61.87439 35.9 520.1939 23.41477 89.86268 86.28826 6.0
## 85 15.0 62.29226 25.2 1162.6841 28.44255 135.29733 42.73651 7.6
## 86 11.7 59.97372 41.6 529.7020 39.81940 170.21906 46.87318 6.2
## 87 11.2 64.71449 35.7 564.0212 29.33724 170.82389 53.39002 4.2
## 88 12.3 62.86539 42.6 701.5663 32.51240 138.53115 52.30988 4.7
## 89 9.2 58.84164 29.9 484.5400 31.12890 115.85505 66.85432 4.7
## 90 14.5 60.45092 36.7 608.0855 28.80153 162.63941 32.46931 5.4
## 91 14.4 62.08446 46.4 1234.6031 23.15769 174.43930 52.64979 5.7
## 92 14.1 65.68627 34.2 852.7048 28.62728 95.06076 54.98087 7.7
## 93 11.4 67.00000 30.6 856.8498 24.10073 81.31868 43.21783 4.4
## 94 8.2 70.52897 36.8 551.0753 14.35632 95.30792 35.33296 4.5
## 95 14.1 63.63636 32.5 911.9059 34.59689 78.18548 54.57455 6.3
## 96 10.9 71.16033 55.0 455.0974 17.40367 69.77798 41.49946 4.2
## 97 20.1 64.95098 33.2 724.5194 29.95528 69.14673 62.60260 5.2
## 98 10.2 66.14303 27.3 944.7987 28.46883 155.66070 34.82191 7.4
## 99 5.3 65.41219 36.7 902.6555 30.67718 79.58981 68.59501 5.0
## 100 13.6 62.65850 37.0 933.6440 30.46926 109.80330 40.92388 6.0
## 101 10.3 71.78401 26.0 573.7880 22.22085 104.77713 32.66817 5.9
## 102 13.0 64.06869 26.3 695.2963 22.88307 111.94732 68.64184 4.7
## 103 18.4 68.73418 27.5 817.5559 24.22127 70.56799 38.79854 5.4
## 104 12.7 69.00696 27.5 785.6553 29.02646 97.00722 52.76448 6.5
## 105 7.1 68.26748 30.7 836.6592 39.62989 71.74888 51.19943 3.8
## 106 12.8 64.81258 34.6 767.3855 20.46953 94.56810 40.60222 4.6
## 107 9.0 66.50509 32.1 942.8449 32.45714 101.97087 67.62104 4.8
## 108 0.2 65.75492 28.7 1265.8932 25.70386 76.40068 64.05361 6.1
## 109 9.1 64.37008 28.1 777.2408 22.50490 103.98360 46.22601 4.7
## 110 10.4 66.49123 30.1 849.4218 26.61098 47.20321 41.64814 6.0
## 111 5.1 72.81649 27.8 675.1581 21.50429 128.22705 47.16867 4.0
## 112 16.3 66.50246 35.5 664.0173 21.74720 92.23825 22.89894 4.8
## 113 8.8 71.59794 36.6 781.2175 19.44181 137.01006 38.59144 4.9
## 114 15.9 67.44186 29.8 703.0042 22.53455 154.64571 41.13144 4.0
## 115 13.2 69.53859 35.9 859.4940 29.03644 65.28836 58.99883 5.7
## 116 13.1 68.71658 50.8 697.1622 20.88233 97.41635 52.04855 5.6
## 117 8.5 75.01928 32.1 818.8760 16.36148 128.28345 55.36774 4.4
## 118 15.9 68.84863 39.8 761.4218 15.86832 85.60529 49.59776 6.3
## 119 12.7 66.09240 28.2 782.2210 25.58700 143.51400 33.92076 5.1
## 120 19.5 63.64679 35.1 759.9786 31.08694 130.36878 78.94825 8.1
## 121 7.8 68.83469 25.8 647.8509 32.87465 121.27698 56.77752 5.2
## 122 17.7 70.66667 25.1 594.5756 25.83791 143.07031 48.75779 3.6
## 123 21.8 65.24138 29.0 841.4725 30.33220 86.09173 45.25387 5.6
## 124 2.5 67.64243 30.8 484.3392 17.22937 109.02301 45.57051 1.8
## 125 11.7 64.09031 36.6 470.5456 12.94602 92.22320 43.90278 1.7
## 126 12.6 64.43676 40.0 503.4843 29.05452 170.25657 42.20205 3.2
## 127 14.5 63.58950 34.9 628.1518 20.38116 102.86589 52.29756 2.8
## 128 11.4 65.00984 27.9 567.1964 17.89233 127.55233 54.15179 1.9
## 129 4.6 64.11101 35.4 591.1294 20.15606 158.02781 50.30785 2.4
## 130 14.0 70.96440 35.3 553.1809 13.13897 173.95626 50.06660 3.3
## 131 8.8 67.25400 26.8 578.4457 14.49054 128.43334 52.79417 3.9
## 132 10.5 63.17416 28.5 420.1587 20.07682 107.83328 48.68010 2.8
## 133 7.6 70.45222 35.8 486.7026 13.16623 118.65762 49.06650 2.5
## 134 9.7 66.90706 22.9 635.1113 15.44395 104.86794 50.63258 3.0
## 135 9.3 68.83532 21.6 590.9489 16.32121 116.60936 41.34040 3.2
## 136 11.4 62.10058 35.3 555.1781 34.00832 215.06924 57.63786 3.7
## 137 9.8 64.79115 31.4 780.9820 22.32665 111.56133 42.23631 4.0
## 138 14.6 62.35024 31.8 628.1933 24.00986 133.30748 61.22278 4.4
## 139 11.0 64.38044 32.0 351.3379 15.41051 125.50741 48.10461 4.3
## 140 7.9 64.22594 32.7 441.3484 24.26852 104.95555 49.71387 5.3
## 141 11.2 65.72541 37.7 544.9333 21.78535 162.33975 45.89532 4.2
## 142 11.9 62.80957 28.0 584.7245 20.09396 112.87951 59.51802 3.9
## 143 8.7 67.84354 33.1 458.9957 19.81963 126.87764 49.57649 3.8
## 144 12.2 65.19375 45.4 640.8422 19.63079 183.82353 47.54107 3.4
## 145 12.5 67.54118 44.2 635.0106 16.29544 132.82568 43.83100 4.1
## 146 8.2 64.86686 24.9 362.6794 17.03571 130.75906 51.93550 4.0
## 147 7.7 72.60475 28.0 714.3646 12.97396 123.73298 66.67461 2.4
## 148 12.9 66.20936 40.8 682.7304 21.59717 173.43905 31.71781 2.5
## 149 6.3 64.60889 35.3 631.3589 15.05028 145.11170 40.90167 2.9
## 150 12.9 63.76941 38.4 414.5262 21.77762 121.66646 37.28787 3.7
## X91133 X91307 X91463 X91524 X92196 X92447 X92477
## 1 11.2403168 11060.998 160.81192 62.54894 3.506535 24.01575 252.02965
## 2 11.9222957 10473.829 254.01224 71.53652 4.677755 29.49153 328.09121
## 3 10.1475147 8825.830 164.01509 68.37560 3.488372 31.80516 300.75000
## 4 7.6844053 8460.003 175.63081 79.02608 3.722454 29.70711 266.75135
## 5 7.9586356 13642.382 174.76129 81.51466 2.850627 24.71264 297.37965
## 6 2.9144874 12987.989 219.60703 70.36481 3.576218 50.92593 252.13780
## 7 1.7827107 13442.958 109.41176 62.29536 3.511339 41.30435 242.67328
## 8 4.2555942 12074.796 334.38851 79.51470 4.300048 53.99361 280.35242
## 9 6.6179276 20532.367 575.19473 80.76923 6.389776 26.04857 293.45580
## 10 9.2884518 11149.181 257.31708 69.22931 4.735297 28.29374 199.17238
## 11 3.3791905 8020.513 78.12622 71.13789 2.537486 34.21053 164.36563
## 12 8.1740616 12347.543 146.95077 62.47557 4.308797 31.78295 121.32874
## 13 5.3357735 11809.409 79.14836 71.29234 3.765060 47.79412 147.50000
## 14 0.8691091 19171.693 104.34057 57.36607 3.438198 30.10204 250.85195
## 15 2.6448807 18251.170 203.65432 80.44693 6.182224 37.30835 91.52619
## 16 2.8713981 16159.061 178.16975 80.55296 5.978189 32.98969 91.14172
## 17 0.7542128 11556.233 46.10207 90.97744 1.978239 32.24937 159.28270
## 18 9.4676791 22880.242 264.86316 82.59542 4.459047 40.38710 124.45758
## 19 1.3857156 12307.036 73.65126 72.24081 4.772814 30.67729 220.75848
## 20 2.5588807 11794.675 161.30869 61.40290 4.813092 49.88067 216.81493
## 21 5.2035597 14976.071 264.49395 75.47649 8.052637 21.86978 277.72945
## 22 1.1314079 11054.919 120.48193 85.65022 2.824327 38.31776 189.79882
## 23 3.3645697 19820.959 232.71199 76.57459 3.490308 30.70284 133.40135
## 24 1.0026297 13330.159 251.82362 57.51215 2.931194 44.70588 152.79138
## 25 1.6220032 9666.418 88.84730 68.61431 3.495022 43.75000 122.29868
## 26 4.5216644 19849.479 217.08848 83.86182 3.145007 33.14607 250.61820
## 27 4.1711994 15069.105 216.18700 67.67372 3.223407 45.65757 183.90805
## 28 2.4524674 19209.801 326.50331 88.96400 3.802860 36.89320 216.68397
## 29 1.4945332 12323.875 124.55697 90.59159 1.915301 36.51685 227.88018
## 30 2.0909529 14654.310 102.15474 75.69540 3.397774 37.28814 177.95845
## 31 1.6735752 17162.559 99.91091 88.01541 4.292767 41.75258 186.06587
## 32 3.8280114 14060.336 117.87848 75.60207 5.569716 38.04714 298.23428
## 33 3.2584959 12770.294 130.13450 77.69211 3.426188 32.02100 83.93657
## 34 3.8297065 13536.569 67.87813 82.14286 3.074044 45.38462 69.83655
## 35 4.8850607 13077.683 97.82709 60.66506 3.680869 48.29060 206.09895
## 36 0.7494005 12900.189 52.51825 82.18623 2.791996 32.91139 105.26316
## 37 0.9309651 10806.259 53.15417 85.34270 4.236472 39.86486 135.09605
## 38 2.9901030 25852.432 121.04847 85.55261 2.693240 36.36364 135.45627
## 39 1.6996308 19699.971 75.09279 86.36733 5.292371 19.71831 231.64258
## 40 0.8504971 15009.610 56.34374 86.21365 3.577818 34.53237 196.42087
## 41 0.8098118 12805.146 51.56128 84.04401 3.528975 44.44444 124.54493
## 42 2.8360818 14325.199 66.85792 85.53158 4.531038 24.68750 230.28299
## 43 2.3906302 30015.877 181.64479 72.37318 3.291794 43.17460 146.55633
## 44 2.8579619 20768.650 242.42597 83.30041 3.250130 30.43478 141.95906
## 45 2.2966106 20821.078 177.33326 91.93640 4.662729 26.39405 185.33318
## 46 3.5371740 16296.115 168.46798 77.69785 2.998909 43.02326 173.52773
## 47 5.2044456 9980.327 185.60930 81.33708 4.269692 33.76511 268.39228
## 48 1.4947171 10084.106 109.10480 67.52496 3.390420 46.64537 237.58364
## 49 1.4694175 11589.781 129.80788 68.32311 3.274394 41.21339 247.56735
## 50 1.7152674 8242.057 72.00022 69.81187 4.100762 34.49612 221.49292
## 51 1.7607543 12914.957 162.95440 85.07179 3.839859 45.41485 204.54697
## 52 1.1458903 9594.106 73.44429 76.84368 2.732058 44.70990 156.62072
## 53 5.6096686 14545.642 88.72765 72.63836 4.117737 46.00639 145.66116
## 54 1.3866373 10258.380 47.35073 75.80087 2.641739 45.50898 204.83657
## 55 6.4653551 13186.564 136.15223 81.09244 2.612827 34.93530 221.07704
## 56 5.0935275 11300.251 251.70044 82.28635 3.891395 34.57944 250.27563
## 57 3.2455847 11767.434 185.30938 42.09061 4.018946 35.49383 239.89978
## 58 3.9473787 22377.504 311.48851 68.97105 6.435390 34.65704 251.42602
## 59 4.0933065 10162.426 201.78726 30.47607 5.906497 51.69713 278.54732
## 60 4.5231310 11246.161 289.61649 33.76074 4.814151 39.09627 266.96658
## 61 4.4300926 19611.268 278.23448 73.91513 4.716545 53.12067 184.70338
## 62 2.8142024 10713.810 185.76139 63.78325 5.148005 42.20532 227.08242
## 63 3.3873403 12000.449 228.00824 65.44360 4.057971 18.15642 272.11616
## 64 2.1174835 14068.723 119.97177 64.32521 3.848467 43.55401 210.77860
## 65 4.1284238 9657.738 162.31049 50.05078 3.988868 41.67598 122.23252
## 66 4.9276567 13738.333 197.32947 51.97287 3.910900 45.01845 269.74460
## 67 5.4165103 19385.752 299.26866 69.82733 5.724227 47.68280 205.77231
## 68 4.2740474 13620.750 205.76901 62.45161 3.320053 48.15725 264.59581
## 69 4.3717149 13307.813 225.33095 43.30141 3.971597 29.39394 218.30340
## 70 2.5430511 12416.744 292.71200 69.64700 4.921355 42.48434 232.86004
## 71 4.7898403 15676.476 157.18542 44.59676 2.144133 47.39229 154.51935
## 72 5.0291928 13377.979 151.08348 65.39752 4.553648 46.28378 130.09226
## 73 5.9496891 14450.870 191.42664 83.15810 3.243243 42.96296 128.93591
## 74 6.6334479 15570.922 152.80923 87.61700 4.845703 31.45604 79.09440
## 75 5.5608220 21382.344 239.29413 78.81259 2.903484 24.40828 150.19853
## 76 5.2451854 18203.576 202.19339 82.76723 2.093301 22.83814 216.35839
## 77 11.8015904 14217.875 241.89381 78.32015 2.243982 39.59732 174.86717
## 78 7.8773181 11605.282 232.09126 86.20424 2.734108 26.63690 204.28500
## 79 13.3021264 22044.588 170.32435 90.42673 7.844219 43.26797 182.68686
## 80 3.5969476 15374.956 169.60197 79.33823 5.114521 36.81592 174.02661
## 81 9.1358472 10872.443 122.69088 75.99935 5.356665 52.08791 243.85787
## 82 10.6633030 14763.383 158.39601 82.62213 6.471126 48.59813 240.35491
## 83 3.8398546 16757.404 89.62764 88.91447 5.237887 39.49731 171.17537
## 84 7.2846631 11142.426 139.56057 71.46883 6.234633 33.48018 154.72116
## 85 12.9332020 9077.650 192.31139 85.86195 5.771451 44.17391 255.53535
## 86 6.2828439 11658.534 195.49614 81.19537 5.829787 36.94344 167.34555
## 87 3.2672823 16349.343 204.69862 85.14404 5.069882 48.25397 233.81030
## 88 3.9802816 13259.354 146.47557 66.33185 4.942133 47.73723 193.73872
## 89 4.3340653 13605.247 210.85904 79.56673 4.243561 42.17090 97.06946
## 90 3.6752990 13028.906 152.03084 36.91886 3.230616 42.03936 201.68303
## 91 5.2726951 14334.683 233.52069 79.58798 3.810395 40.72072 196.06838
## 92 4.8670465 20746.773 71.76976 88.83740 3.677414 47.78761 92.68625
## 93 2.6862679 23110.184 62.13444 85.93667 2.221940 41.19850 104.98782
## 94 2.1732067 13071.400 73.91778 82.63953 3.102268 46.21514 225.24574
## 95 5.2343729 32930.980 115.91354 85.51984 3.085229 49.86667 106.64594
## 96 1.8381487 14531.048 75.57398 77.47546 3.001106 37.64045 96.57767
## 97 3.6316298 39613.090 190.09374 88.62396 1.741727 47.03196 88.91027
## 98 3.3360196 22772.488 103.77405 79.28528 3.602470 37.23077 138.24289
## 99 4.7504336 26148.883 111.34370 86.30994 2.439651 35.37118 107.70024
## 100 4.7166499 24006.877 57.83300 83.30572 3.174603 39.83402 215.87302
## 101 3.8647823 29304.332 109.23649 83.37121 5.029888 54.65995 247.35105
## 102 6.5943642 58597.906 166.94317 74.38320 4.970326 39.50954 107.70368
## 103 5.0633976 49678.102 148.95068 79.33681 2.484129 34.17191 78.14637
## 104 6.3880310 39313.125 105.31249 84.54654 3.304966 38.93281 186.75930
## 105 1.9632022 17192.117 38.51610 88.40797 5.044946 38.32599 115.64701
## 106 3.3298067 11452.617 52.90900 86.23158 1.882493 44.72843 89.17197
## 107 2.0853254 18392.109 78.24196 88.72524 2.854996 47.48858 139.04953
## 108 1.3731404 22990.221 72.91450 86.99643 4.162812 54.04412 171.43638
## 109 5.2453454 48754.633 177.20233 83.59112 2.038505 40.11976 109.06209
## 110 3.1509403 39991.191 140.32724 81.47189 3.248615 44.82759 63.62410
## 111 1.9667826 22638.475 52.45076 75.80559 5.193649 41.31737 184.03660
## 112 6.4513498 59480.098 179.88621 74.41473 4.658622 49.52381 113.01955
## 113 5.5107743 36077.016 165.65891 79.94939 3.079938 46.76806 134.24025
## 114 3.5066936 22050.455 81.55156 81.70193 2.848423 54.54545 159.11602
## 115 4.0923910 28172.039 56.36905 82.94470 3.403041 46.83027 85.78237
## 116 2.5990265 15386.539 47.52601 86.92887 2.729754 45.84838 96.95499
## 117 2.2535192 20122.633 65.22466 82.61271 2.501975 37.50000 169.47151
## 118 4.5943489 54202.031 156.08416 70.64096 3.785910 42.59819 105.02824
## 119 1.5559619 14423.479 87.37301 80.63474 4.173315 44.88889 111.44211
## 120 5.1105889 45314.141 134.22508 81.24084 4.725211 32.81654 114.95575
## 121 5.1406562 27938.465 77.33439 83.36546 2.208764 49.74093 104.95222
## 122 3.0503308 41697.559 119.54996 79.87112 2.462549 51.03970 125.87413
## 123 3.6251677 41992.227 139.42140 82.03078 3.060444 22.67857 70.48777
## 124 1.3624062 14257.152 47.40804 75.02892 4.076237 31.83280 205.45185
## 125 0.9635438 12880.924 64.66809 87.04104 3.334105 37.01456 147.03787
## 126 3.1020253 11361.570 134.06162 65.90827 3.260099 44.05099 254.89275
## 127 2.4148519 11158.912 108.41952 70.36323 3.699880 27.90202 163.97504
## 128 1.3446624 14226.340 99.65686 85.19375 3.428735 32.02312 205.29400
## 129 1.1022928 10433.332 101.52598 77.73153 3.688246 47.15190 213.94402
## 130 2.5738051 18020.271 118.28642 71.14932 3.157479 34.22619 183.42078
## 131 2.2398399 14254.935 72.25737 77.28860 3.095036 37.17358 142.47535
## 132 1.7310188 11714.330 108.43752 67.04416 3.254393 27.66854 181.16183
## 133 1.1394497 13906.226 65.00634 84.80061 3.524933 37.78055 149.98981
## 134 1.9236995 14274.722 76.49300 81.54385 2.843971 39.64346 137.61046
## 135 3.3153387 11253.199 89.35565 74.81882 3.816794 39.65631 171.14894
## 136 2.5894897 12280.467 194.23771 70.30563 4.726381 54.88722 275.16625
## 137 1.0620907 12331.001 68.28352 78.38997 3.662133 34.26689 109.25789
## 138 3.5619680 9410.704 74.55106 77.60913 3.297718 35.78947 163.39553
## 139 2.1962567 10453.739 101.98358 84.45809 3.211472 36.74089 198.84774
## 140 2.9319391 13216.367 102.25019 88.21281 4.507833 39.04110 201.23686
## 141 1.4055188 11035.804 97.88060 69.06048 1.964754 30.32319 250.35090
## 142 3.3629498 13561.573 125.62219 47.79826 3.996772 33.81902 155.17315
## 143 0.7143840 15483.607 75.71724 83.06084 2.869316 46.12676 157.00657
## 144 1.3961142 9959.802 93.36677 76.04930 3.098232 45.64860 243.39672
## 145 1.5257180 10180.001 109.92889 71.33212 5.488517 40.51282 226.26193
## 146 2.1942373 10405.079 79.55412 82.06981 2.673343 32.66932 193.73005
## 147 0.8797176 13219.649 68.06290 89.01819 2.509725 28.91451 142.20804
## 148 1.4322126 11706.656 81.33853 80.23699 4.165047 35.67568 176.39767
## 149 1.4427591 14592.243 89.04627 81.75206 2.727376 24.69680 159.85747
## 150 2.3185081 9199.360 99.87398 70.90675 4.113854 45.50971 160.45776
## X92543 X92785 X92899 X93085 X93131 X93175 X93376
## 1 89.20000 97.6 23.0 16.989247 11.428571 62.90850 16.627259
## 2 99.60000 97.4 24.1 17.800245 20.952381 55.55556 18.271244
## 3 97.10000 97.7 21.8 17.800245 21.649485 63.43284 16.331755
## 4 98.25691 95.8 18.4 16.989247 26.732673 70.03891 16.932730
## 5 97.60000 96.6 16.1 16.161616 14.754098 54.05405 15.592554
## 6 95.20000 97.3 21.5 17.125382 12.000000 50.73350 18.890305
## 7 86.26393 95.8 15.8 8.755534 13.095238 52.15420 14.345307
## 8 98.80000 89.3 22.7 14.473045 5.405405 51.66052 14.592346
## 9 100.00000 94.0 19.7 26.032110 9.210526 50.98494 19.294454
## 10 87.20000 96.7 18.5 20.397539 25.954198 50.44612 16.389940
## 11 112.16727 95.5 16.4 13.935812 29.761905 68.37307 11.918559
## 12 92.70000 94.5 19.8 22.083805 13.793103 50.15839 14.153982
## 13 90.40000 88.4 17.3 19.220945 21.739130 49.33333 14.192742
## 14 96.00000 92.5 17.3 10.392688 16.455696 62.58890 18.233070
## 15 91.60000 90.1 17.1 16.176198 18.750000 35.30806 15.801195
## 16 96.20000 89.9 25.9 11.625076 25.157233 45.27845 14.621190
## 17 87.50000 92.9 13.8 13.502535 33.333333 64.62585 13.301410
## 18 100.00000 95.0 28.1 17.157336 1.290323 46.30122 17.971500
## 19 100.00000 96.5 15.4 14.055986 22.857143 61.45833 10.725849
## 20 91.80000 93.1 15.4 17.244797 17.500000 62.06416 14.041208
## 21 98.00000 96.9 17.8 18.164852 27.559055 43.03511 17.738865
## 22 86.70000 94.1 17.5 7.522124 27.472527 56.11111 12.161992
## 23 100.00000 92.9 16.9 10.185961 5.925926 35.47297 15.431736
## 24 90.80000 96.0 11.3 10.876623 25.301205 52.08333 13.856100
## 25 100.00000 97.0 14.1 8.532110 13.533835 83.59457 11.230006
## 26 98.40000 93.8 16.5 10.897677 12.804878 60.89310 16.899327
## 27 95.40000 96.3 17.0 14.527742 23.287671 44.52790 18.556856
## 28 96.50000 94.9 16.3 10.373134 30.136986 40.35433 16.570270
## 29 97.50000 95.2 17.4 10.373134 12.500000 43.68280 9.861226
## 30 89.50000 97.0 9.5 11.221945 27.826087 57.74396 13.865378
## 31 95.40000 92.3 15.0 11.475236 15.625000 46.93309 12.787018
## 32 98.90000 95.5 19.7 11.471322 15.686275 54.28287 12.012701
## 33 96.70000 97.5 11.8 10.794897 14.736842 56.28803 15.536373
## 34 98.10000 95.5 16.7 11.261479 13.333333 45.82210 12.940292
## 35 99.10000 92.8 13.0 17.381616 29.245283 52.36794 14.089916
## 36 86.50000 94.7 10.7 7.163121 7.936508 94.59459 10.007372
## 37 88.50000 96.1 9.8 6.905675 23.376623 76.85353 8.974338
## 38 78.90000 92.8 15.2 6.330548 27.586207 47.19917 12.515069
## 39 89.80000 92.7 13.2 7.016770 18.965517 58.93186 11.525301
## 40 99.40000 95.8 12.0 5.506031 22.950820 90.78591 9.892470
## 41 79.30000 96.3 13.1 4.100719 23.333333 100.20877 9.112784
## 42 97.40000 92.6 15.3 11.762789 17.307692 55.00000 13.051941
## 43 100.00000 90.4 15.6 5.511212 19.863014 62.17228 18.438120
## 44 79.50000 94.7 21.4 12.650086 16.304348 70.95926 15.481762
## 45 94.40000 95.5 22.0 14.364641 21.296296 50.88141 16.126912
## 46 97.30000 91.1 20.1 14.505119 29.000000 58.73016 16.511540
## 47 96.90000 96.8 18.1 18.215159 15.937500 57.71035 16.642251
## 48 91.70000 95.5 15.0 11.421595 12.365591 77.14916 12.648648
## 49 96.80000 96.7 15.3 12.319906 10.055866 63.24111 13.666455
## 50 99.55095 94.8 15.0 13.059196 17.164179 46.72897 12.504112
## 51 89.10000 93.3 13.5 13.535685 16.721311 55.70380 13.573556
## 52 97.30000 94.8 11.2 9.995362 21.666667 47.12042 11.149487
## 53 100.00000 95.5 10.9 8.496732 22.580645 58.44907 12.196875
## 54 100.00000 93.2 10.5 8.496732 21.804511 64.60084 11.278679
## 55 96.60000 97.8 20.6 13.366149 17.837838 55.98555 15.173525
## 56 98.30000 90.8 16.2 14.603349 6.106870 62.85254 15.667271
## 57 68.20000 92.9 20.3 11.967362 14.814815 56.67627 15.036269
## 58 99.40000 90.5 30.6 10.728614 12.435233 41.97485 18.318786
## 59 83.00000 93.2 20.4 14.059590 4.000000 56.22490 16.454776
## 60 88.50000 93.4 23.5 15.925395 11.023622 52.20588 17.517325
## 61 91.50000 92.8 18.6 12.394530 6.956522 55.97643 18.583559
## 62 98.50000 95.4 15.0 10.021065 4.195804 53.22034 13.917676
## 63 95.60000 92.7 20.7 15.808426 5.494505 55.13919 16.522013
## 64 100.00000 96.0 15.0 6.669267 10.416667 60.15891 12.971935
## 65 85.56992 97.0 17.4 15.495808 3.311258 50.38760 16.901409
## 66 94.16913 95.4 24.6 17.039245 7.462687 73.63184 19.659289
## 67 99.80000 94.8 25.9 13.664490 9.285714 64.00632 19.853234
## 68 100.00000 97.4 21.0 15.043792 3.603604 64.33054 16.049431
## 69 96.70000 95.0 22.9 13.550668 13.815789 59.81703 16.755947
## 70 92.20000 96.0 24.0 13.535714 15.577889 53.27676 16.842033
## 71 99.40000 96.8 18.1 16.838946 17.117117 46.72553 16.816538
## 72 90.50000 97.3 17.5 15.613865 6.000000 58.57048 16.044872
## 73 88.60000 97.0 17.3 19.893089 21.126761 53.73032 15.989382
## 74 94.00000 95.8 22.3 12.034676 15.335463 49.45516 16.908852
## 75 93.80000 94.9 21.8 15.057471 8.823529 46.28297 17.422244
## 76 91.40000 97.2 16.4 11.267606 8.730159 47.98331 15.351257
## 77 91.32269 97.3 20.6 19.899875 21.590909 84.28246 17.267729
## 78 92.00000 97.2 18.3 17.825312 20.547945 45.15419 17.563550
## 79 90.30221 93.9 19.1 8.202851 35.550459 32.03379 14.638579
## 80 83.30000 97.7 23.3 11.761458 24.137931 46.54567 15.338659
## 81 100.00000 97.8 20.0 14.382552 17.751479 64.90066 14.227781
## 82 96.00000 96.4 24.6 9.821782 19.565217 47.47413 15.934710
## 83 97.90000 94.8 16.0 10.715682 28.712871 55.12195 11.409946
## 84 93.80000 94.9 19.6 13.222892 13.513514 53.36134 14.930169
## 85 69.67374 97.3 24.1 17.721893 23.913043 36.99789 16.082770
## 86 74.30000 88.7 18.9 14.359685 12.751678 47.87844 14.990793
## 87 93.10000 93.7 17.0 13.475796 8.196721 60.46931 15.319160
## 88 92.67109 93.9 17.6 12.621977 20.000000 44.78380 13.600179
## 89 93.60000 93.2 18.9 10.469199 17.662338 59.87009 15.668728
## 90 92.80000 94.3 17.5 17.743616 18.817204 51.18694 16.130058
## 91 100.00000 98.8 17.0 15.057471 23.157895 48.50088 17.375678
## 92 101.63196 92.3 18.2 7.813394 10.810811 45.70792 13.208692
## 93 88.80000 93.0 16.9 3.521270 21.621622 63.14244 11.663418
## 94 93.20000 95.3 14.0 7.969979 29.885057 58.29327 12.357372
## 95 65.30000 91.5 16.6 3.169091 18.548387 40.24390 11.034460
## 96 89.61749 93.9 11.6 4.939210 13.265306 59.91516 11.697925
## 97 85.90000 86.3 20.7 3.397213 18.181818 65.11976 15.299707
## 98 90.00000 93.2 10.0 6.848264 29.936306 48.13256 11.437123
## 99 56.90000 93.1 13.9 3.443329 28.787879 58.96414 11.179506
## 100 78.10900 92.2 20.8 7.488884 15.833333 54.70738 11.069810
## 101 99.03648 93.8 15.7 8.755097 28.455285 59.93001 13.189547
## 102 78.82356 91.7 19.5 4.987587 27.777778 42.83217 15.270010
## 103 93.30000 94.3 12.9 2.892366 36.206897 58.82353 13.523808
## 104 72.03091 90.8 17.6 6.044950 15.037594 67.59259 13.719242
## 105 58.10000 94.2 12.3 3.437199 28.282828 55.44252 9.718527
## 106 87.06762 95.4 13.9 7.178841 24.752475 67.66467 12.141699
## 107 100.00000 94.8 14.6 6.485468 34.482759 58.17972 11.632709
## 108 100.00000 92.9 10.1 5.826814 28.048780 44.41261 11.485666
## 109 70.10151 93.5 18.3 5.207969 13.186813 52.44399 15.098864
## 110 85.30000 90.8 22.6 2.944162 32.608696 68.57855 14.517383
## 111 91.20000 93.4 20.3 4.579480 26.388889 74.58564 10.737141
## 112 83.16231 93.9 14.9 3.576373 34.710744 51.08359 13.996927
## 113 94.90000 95.0 14.1 5.392732 22.656250 53.62538 12.197082
## 114 92.84201 94.8 12.3 3.886110 23.750000 66.56805 12.031803
## 115 59.60000 88.4 17.2 5.034364 13.709677 48.62579 12.566017
## 116 84.75803 90.3 11.3 3.544423 19.266055 54.26009 9.780591
## 117 80.84226 94.1 14.7 3.882576 30.666667 77.93345 9.698252
## 118 80.90206 94.4 17.9 4.045226 30.833333 62.38004 13.541214
## 119 96.60000 95.3 8.3 6.540765 32.631579 57.71144 10.853858
## 120 89.40000 88.9 15.9 3.672445 22.608696 66.63169 15.859909
## 121 99.50000 90.2 12.1 5.815333 25.600000 67.36243 12.485381
## 122 85.07392 92.9 11.6 2.908986 27.857143 70.80799 12.677117
## 123 85.10000 93.9 18.7 2.015904 21.794872 73.19079 14.271862
## 124 100.00000 97.2 8.0 7.428714 32.417582 50.15045 10.149453
## 125 79.60000 94.5 15.2 11.475236 18.954248 61.45150 11.655313
## 126 72.50000 92.7 16.8 13.720416 10.373444 51.19784 13.915600
## 127 89.90000 94.2 14.0 15.429318 13.101604 44.91399 14.054800
## 128 86.60000 95.6 16.4 11.529976 22.276029 63.52726 12.250487
## 129 96.00000 94.3 15.4 10.373134 14.838710 39.79157 11.887917
## 130 94.30000 95.1 15.6 11.824539 31.640625 51.84249 13.387921
## 131 85.20000 96.8 15.9 10.602819 23.088235 60.59175 12.357873
## 132 100.00000 96.2 10.2 10.934744 28.404669 42.29215 12.084931
## 133 100.00000 95.8 12.4 8.703040 30.601093 57.33591 12.450301
## 134 98.40000 95.9 12.4 7.131411 26.724138 60.71429 11.141403
## 135 96.40000 93.7 16.3 14.436127 20.056101 58.53768 13.564957
## 136 99.10000 94.7 15.6 13.916174 7.981221 66.14000 13.993113
## 137 93.80000 97.0 16.4 9.497645 22.377622 61.61695 12.469385
## 138 100.00000 93.7 17.3 16.659025 25.000000 46.89146 13.156623
## 139 95.10000 95.1 16.0 13.470365 25.570776 44.61871 13.966567
## 140 98.30000 94.0 13.5 13.145834 17.751479 52.81790 13.333450
## 141 98.70000 94.0 13.2 11.724558 11.960133 59.20139 12.562721
## 142 91.10000 95.8 16.2 14.695663 24.078624 49.94376 14.617385
## 143 99.00000 95.9 12.5 7.755332 19.601329 64.53466 11.538120
## 144 63.30000 97.1 16.1 11.565122 18.152866 67.54111 12.533770
## 145 91.90000 96.8 13.8 13.002104 25.072046 53.06571 13.527048
## 146 97.40000 96.5 14.1 10.598555 14.857143 53.11305 13.528359
## 147 78.50512 94.2 10.8 6.210562 32.766615 68.67866 10.549648
## 148 86.30000 95.8 12.2 10.136228 19.469027 62.20323 12.725043
## 149 100.00000 94.0 14.2 8.891799 5.347594 52.04183 11.967787
## 150 88.00000 97.0 14.6 12.480032 25.000000 57.56713 13.730530
## X93469 X93470 X93471 X93472 X93494
## 1 80.98818 78.37563 88.611111 84.58716 76.67
## 2 96.29213 95.64033 99.778883 99.16107 65.96
## 3 88.56346 92.20598 96.754144 93.62140 73.67
## 4 82.50000 82.21574 91.565744 67.93177 73.05
## 5 93.50766 89.23213 98.405669 96.44406 74.06
## 6 82.01439 55.25375 79.440559 76.78452 73.78
## 7 78.25675 88.95706 91.811847 88.62823 77.01
## 8 95.87224 97.82930 98.030019 94.93671 70.11
## 9 86.57675 88.58592 92.879257 89.35913 75.52
## 10 82.90523 84.59355 93.089776 79.59475 69.17
## 11 94.14913 94.92297 90.168640 62.37254 82.46
## 12 69.64692 86.01036 76.089026 97.97627 74.26
## 13 84.11489 86.64260 96.788483 89.44906 76.64
## 14 84.98331 82.86648 80.732079 54.57746 80.14
## 15 84.94906 99.21105 94.683467 89.78383 73.94
## 16 95.09945 91.84972 87.001767 81.31501 70.53
## 17 87.23404 83.83234 78.609626 106.38444 81.98
## 18 80.39457 77.58327 91.732948 91.05928 77.75
## 19 84.96333 99.34834 90.771028 79.55865 79.61
## 20 87.28814 89.61303 69.054141 72.76435 75.59
## 21 86.96704 92.78758 92.191436 87.27786 67.52
## 22 80.78963 79.48568 92.063492 88.14016 80.73
## 23 64.94635 62.28727 77.803545 44.68195 74.15
## 24 33.15403 90.81081 87.821912 54.24837 84.52
## 25 77.77422 81.12614 89.350238 65.26856 83.29
## 26 86.68741 72.38095 96.621386 74.21279 75.07
## 27 88.81119 89.03177 93.009566 90.76164 73.16
## 28 91.50425 96.08965 95.066601 93.35900 81.77
## 29 90.15303 95.56270 96.166342 95.48059 83.31
## 30 76.40204 88.67993 44.120744 65.63862 76.85
## 31 90.36223 88.27362 93.851545 79.78921 73.23
## 32 91.68147 83.12500 86.508609 78.40047 73.98
## 33 96.50551 97.81161 98.590865 94.83179 80.27
## 34 94.45577 95.64692 96.072270 89.36582 76.10
## 35 84.61321 85.82722 85.729499 67.29611 77.46
## 36 94.20186 92.03601 92.151367 92.49012 82.45
## 37 93.94673 91.37636 82.132887 85.45946 82.08
## 38 93.57798 90.04996 83.701657 85.02825 74.27
## 39 95.20909 93.52227 78.649079 71.56250 77.54
## 40 78.59327 73.08901 77.575758 51.90275 86.94
## 41 92.32122 79.76325 86.763940 89.30818 83.56
## 42 86.79989 91.41329 89.152452 75.84325 77.17
## 43 80.05454 92.15379 85.307018 75.59546 76.52
## 44 50.00000 84.44976 34.404899 86.05714 78.44
## 45 82.39075 80.03200 63.959066 51.74782 75.47
## 46 97.67055 96.55751 95.159896 91.08984 78.02
## 47 96.59139 95.76220 99.229253 96.79499 77.67
## 48 85.50079 78.32474 84.064549 75.27730 78.42
## 49 86.48019 85.97108 81.775882 78.69581 78.56
## 50 84.57858 84.04289 84.650555 81.12094 79.01
## 51 91.76564 93.74874 94.983911 92.62881 79.20
## 52 82.97063 78.98298 77.916195 64.82221 81.50
## 53 92.27991 87.37125 90.373369 84.64711 75.45
## 54 91.90461 85.48536 89.187610 77.83893 80.03
## 55 90.90585 91.23675 94.612352 92.39276 78.73
## 56 92.17907 92.52949 93.618172 94.94511 71.69
## 57 87.25118 78.07309 97.794424 90.67657 82.17
## 58 81.78439 84.37543 66.006515 62.67850 70.15
## 59 82.07002 91.11801 92.835458 81.57815 69.54
## 60 93.09975 83.58471 96.885923 90.04258 71.11
## 61 94.70995 92.81308 94.105326 89.37583 71.76
## 62 85.30143 86.59761 92.876224 86.62570 77.35
## 63 90.05329 99.50142 96.948439 95.58233 71.53
## 64 95.76079 98.41144 90.608324 91.12364 82.22
## 65 88.83604 90.84707 91.528866 80.33661 71.19
## 66 82.93399 77.49260 85.183273 77.10594 73.14
## 67 92.54124 93.27409 94.030372 90.93930 73.21
## 68 85.81349 87.16120 90.726430 84.80749 73.92
## 69 88.83078 93.14412 90.169731 90.96343 75.23
## 70 88.00479 82.91215 89.172714 82.66228 73.83
## 71 74.96644 85.42081 84.663537 75.37948 74.81
## 72 73.98794 85.70600 94.256757 91.87568 77.03
## 73 89.59709 86.04119 93.991145 84.36588 78.26
## 74 86.64731 90.34749 98.010188 83.33333 81.77
## 75 88.16734 86.45282 93.255745 84.15418 77.76
## 76 88.49840 92.50887 90.446976 87.27034 77.73
## 77 96.13190 98.60583 98.234255 97.11656 77.33
## 78 95.21691 95.08711 98.504419 95.41446 78.57
## 79 89.61365 90.67429 77.804699 61.46145 72.61
## 80 98.87550 99.64789 99.283497 95.96242 73.04
## 81 93.23442 95.58864 95.758564 91.88664 70.63
## 82 89.28806 99.30491 96.936404 94.33643 72.39
## 83 92.33853 91.22340 88.644524 78.89306 76.92
## 84 91.21261 88.70282 88.134658 83.55282 74.48
## 85 90.37657 72.21435 68.928950 54.69120 73.81
## 86 98.95261 96.47784 88.045751 86.41569 74.80
## 87 86.66377 89.30921 88.426111 86.26238 78.62
## 88 49.07013 62.33184 63.897583 75.34247 75.78
## 89 86.00840 67.45838 79.280703 71.66801 74.37
## 90 89.69254 97.12658 43.083955 91.58040 75.06
## 91 90.23773 97.05598 94.511070 85.49246 83.47
## 92 98.27432 94.56044 79.299104 70.40157 74.92
## 93 90.08537 42.98804 80.496054 73.35053 80.00
## 94 93.00210 70.81502 56.599246 76.36487 79.53
## 95 91.03380 78.27620 53.500097 32.10612 72.57
## 96 92.90623 85.87278 78.344860 70.71747 82.38
## 97 93.42975 84.42131 89.942764 87.02582 76.84
## 98 74.67295 26.83474 20.576735 16.88999 74.80
## 99 92.07292 62.34152 84.737556 52.68915 75.94
## 100 97.85849 44.19782 11.917616 43.51608 74.60
## 101 94.68964 79.51253 9.954555 65.63278 79.47
## 102 95.78371 104.20013 96.397901 92.92441 73.58
## 103 84.99782 72.27292 83.231583 74.07407 78.51
## 104 90.40197 33.22563 56.448741 50.57322 79.20
## 105 94.01828 74.20141 87.503448 58.58764 76.29
## 106 96.40700 73.70849 90.119048 64.66506 79.50
## 107 92.66527 89.80078 83.226103 80.45894 80.80
## 108 97.79628 93.45383 55.959964 53.16001 76.42
## 109 93.59912 48.11219 75.225049 77.86746 78.25
## 110 92.49231 72.67516 78.370457 77.50627 78.07
## 111 83.20258 96.26039 76.399463 54.20483 89.21
## 112 97.17543 124.68504 90.806409 87.19107 75.68
## 113 91.61633 109.61882 74.543023 80.49800 81.08
## 114 97.96521 93.08094 81.624204 69.85816 81.56
## 115 91.91589 32.33658 65.212426 54.02196 77.19
## 116 87.61717 14.09396 51.862955 45.18471 79.38
## 117 98.41443 95.45952 74.323635 58.03828 93.60
## 118 95.61969 82.95455 88.604899 82.78108 77.50
## 119 91.54066 89.98441 83.229128 75.42735 77.21
## 120 88.30084 92.09139 84.430270 78.56041 72.53
## 121 96.73348 41.56278 65.651782 52.66231 76.42
## 122 91.90736 61.20317 69.559073 62.48894 80.25
## 123 92.95117 81.71796 84.266667 81.19109 73.55
## 124 95.35161 97.33518 83.781581 81.16976 80.75
## 125 95.23734 90.13711 85.238498 79.26036 76.44
## 126 80.39830 81.09905 80.203573 60.33680 78.55
## 127 92.26058 95.39177 94.624352 91.68542 76.43
## 128 83.11987 77.42989 86.046512 79.00937 79.82
## 129 91.11450 96.54572 96.279628 93.57955 79.44
## 130 73.92430 87.96389 90.370370 71.07779 83.62
## 131 82.27057 75.75848 70.271331 70.55527 78.80
## 132 88.72203 92.05891 79.366306 72.57504 78.40
## 133 88.62876 88.99209 93.514817 87.40751 83.84
## 134 93.24841 90.02244 93.281282 80.48237 79.31
## 135 92.01832 90.38878 87.491990 82.81187 80.47
## 136 93.40677 96.44706 96.561221 92.91759 74.08
## 137 94.54044 90.19862 85.038504 83.22529 77.94
## 138 86.00917 83.92648 55.780308 29.25831 76.12
## 139 87.25223 94.95808 90.419362 87.77349 79.03
## 140 91.69538 92.40333 89.418108 63.29892 75.97
## 141 92.69286 95.15175 97.916253 87.51491 79.92
## 142 85.10791 87.27747 85.596382 78.44925 77.61
## 143 93.00680 96.84010 93.956466 93.36396 81.86
## 144 88.96157 94.95120 82.746734 82.99948 80.94
## 145 80.70732 84.69722 77.596942 72.45110 78.52
## 146 71.03017 85.43296 94.768069 68.04909 76.95
## 147 71.63848 83.26198 68.770239 57.72435 83.84
## 148 85.64928 92.13847 94.225899 89.31665 77.69
## 149 77.37724 67.30902 87.424883 75.22503 80.11
## 150 93.73518 99.98238 96.389771 92.50578 76.02
soc_det_processed <- merge(soc_det_processed, z_data_imd, by.x = 'AreaCode', by.y = 'UTLA18CD')
soc_det_processed$mean <- apply(soc_det_processed[, !(names(soc_det_processed) %in% c('mean', 'AreaCode'))], 1, mean)
z_means <- data.frame(health_outcomes_processed$mean, soc_det_processed$mean, risk_factors_processed$mean, risk_factors_processed$AreaCode)
names(z_means) <- c("health_outcomes", "social_determinants", "risk_factors", "AreaCode")
z_means$grand_mean <- apply(z_means[, !(names(z_means) %in% c('AreaCode'))], 1, mean)
z_means$health_outcomes.rank <- rank(z_means$health_outcomes, na.last = FALSE)
z_means$social_determinants.rank <- rank(z_means$social_determinants, na.last = FALSE)
z_means$risk_factors.rank <- rank(z_means$risk_factors, na.last = FALSE)
z_means$overall.rank <- rank(z_means$grand_mean, na.last = FALSE)